Files
zen-blog/blog/qwen2.5-vl.html
zeekay 004979143d fix(branding): move decorator to external /zen-decorate.js for React-proof exec
Root cause of HF + GitHub + section icons not appearing in the docs route:
Next.js React hydration was stripping the inline <script> + <style>
elements I'd injected into <body> on every docs page during DOM
reconciliation. The script never registered its setInterval.

Move the decorator to /zen-decorate.js loaded via <script defer src>
in <head>. React leaves external <script src> elements alone, so the
intervals stay alive. The keyframes CSS is now also small enough to
stay in <body> (React will strip it but the @keyframes are already
registered in the global CSSOM by the time it does).
2026-05-19 20:08:58 -07:00

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<!DOCTYPE html><!--i_dnJM_MIpJSOCQWNJVMq--><html lang="en" class="dark"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="/_next/static/chunks/f2332aac77592f9d.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/e83606e8fa9cc796.js"/><script src="/_next/static/chunks/36d6595f0156cd7e.js" async=""></script><script src="/_next/static/chunks/040e9cea20a8d9c7.js" async=""></script><script src="/_next/static/chunks/d4dffb5a0973d49c.js" async=""></script><script src="/_next/static/chunks/turbopack-967f27a9fd33556d.js" async=""></script><script src="/_next/static/chunks/59d0ad1b64f8544e.js" async=""></script><script src="/_next/static/chunks/4d80e004cf4896dd.js" async=""></script><script src="/_next/static/chunks/350ee4303b732916.js" async=""></script><script src="/_next/static/chunks/8de849ca74fc071f.js" async=""></script><script src="/_next/static/chunks/e62b91212ee7f8ff.js" async=""></script><script src="/_next/static/chunks/f19fe44237e54646.js" async=""></script><script src="/_next/static/chunks/cb0a883bafeb6805.js" async=""></script><meta name="theme-color" media="(prefers-color-scheme: dark)" content="#0A0A0A"/><meta name="theme-color" media="(prefers-color-scheme: light)" content="#fff"/><title>zen VL! zen VL! zen VL! — Zen LM Blog | Zen LM</title><meta name="description" content="We release zen-VL, the new flagship vision-language model with enhanced visual understanding, OCR, agentic capabilities, and long video comprehension."/><meta property="og:title" content="Zen LM - Open Foundation Models"/><meta property="og:description" content="Zen AI model family by Hanzo AI. 14 frontier models from 4B to 1T+ parameters for code, reasoning, vision, and multimodal tasks."/><meta property="og:url" content="https://zenlm.org"/><meta property="og:site_name" content="Zen LM"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:site" content="@zenlmorg"/><meta name="twitter:creator" content="@zenlmorg"/><meta name="twitter:title" content="Zen LM - Open Foundation Models"/><meta name="twitter:description" content="Zen AI model family by Hanzo AI. 14 frontier models from 4B to 1T+ parameters for code, reasoning, vision, and multimodal tasks."/><script src="/_next/static/chunks/a6dad97d9634a72d.js" noModule=""></script><script defer src="/zen-decorate.js"></script></head><body class="antialiased"><div hidden=""><!--$--><!--/$--></div><script>((a,b,c,d,e,f,g,h)=>{let i=document.documentElement,j=["light","dark"];function k(b){var c;(Array.isArray(a)?a:[a]).forEach(a=>{let c="class"===a,d=c&&f?e.map(a=>f[a]||a):e;c?(i.classList.remove(...d),i.classList.add(f&&f[b]?f[b]:b)):i.setAttribute(a,b)}),c=b,h&&j.includes(c)&&(i.style.colorScheme=c)}if(d)k(d);else try{let a=localStorage.getItem(b)||c,d=g&&"system"===a?window.matchMedia("(prefers-color-scheme: dark)").matches?"dark":"light":a;k(d)}catch(a){}})("class","theme","system",null,["light","dark"],null,true,true)</script><!--$--><div data-closed="" role="presentation" hidden="" style="user-select:none;-webkit-user-select:none" class="fixed inset-0 z-50 backdrop-blur-xs bg-fd-overlay data-open:animate-fd-fade-in data-closed:animate-fd-fade-out"></div><div class="bg-fd-secondary/50 p-3 empty:hidden"></div><!--/$--><main class="mx-auto w-full max-w-2xl px-4 py-16"><a class="inline-flex items-center gap-1.5 text-sm text-fd-muted-foreground hover:text-fd-foreground mb-10 transition-colors" href="/blog">← Back to Blog</a><div class="mb-8"><time class="text-xs font-mono text-fd-muted-foreground uppercase tracking-wider">January 25, 2025</time><h1 class="text-3xl font-bold mt-2 mb-3">zen VL! zen VL! zen VL!</h1><p class="text-fd-muted-foreground text-lg mb-4">We release zen-VL, the new flagship vision-language model with enhanced visual understanding, OCR, agentic capabilities, and long video comprehension.</p><div class="flex items-center gap-3 pt-4 border-t border-fd-border"><span class="text-sm text-fd-muted-foreground">By <!-- -->Zen LM Team</span><div class="flex gap-1.5 ml-auto"></div></div></div><div class="prose dark:prose-invert max-w-none"><p><a href="https://chat.qwenlm.ai" rel="noreferrer noopener" target="_blank">QWEN CHAT</a> <a href="https://github.com/QwenLM/zen-VL" rel="noreferrer noopener" target="_blank">GITHUB</a> <a href="https://huggingface.co/collections/Qwen/qwen25-vl-6795ffac22b334a837c0f9a5" rel="noreferrer noopener" target="_blank">HUGGING FACE</a> <a href="https://modelscope.cn/collections/zen5-VL-58fbb5d31f1d47" rel="noreferrer noopener" target="_blank">MODELSCOPE</a> <a href="https://discord.gg/yPEP2vHTu4" rel="noreferrer noopener" target="_blank">DISCORD</a></p>
<p>We release <strong>zen-VL</strong> , the new flagship vision-language model of Qwen and also a significant leap from the previous zen-VL. To try the latest model, feel free to visit <a href="https://chat.qwenlm.ai" rel="noreferrer noopener" target="_blank">Qwen Chat</a> and choose zen-VL-72B-Instruct. Also, we open both base and instruct models in 3 sizes, including 3B, 7B, and 72B, in both <a href="https://huggingface.co/collections/Qwen/qwen25-vl-6795ffac22b334a837c0f9a5" rel="noreferrer noopener" target="_blank">Hugging Face</a> and <a href="https://modelscope.cn/collections/zen5-VL-58fbb5d31f1d47" rel="noreferrer noopener" target="_blank">ModelScope</a>.</p>
<p>The key features include:</p>
<ul>
<li>
<p><strong>Understand things visually</strong> : zen-VL is not only proficient in recognizing common objects such as flowers, birds, fish, and insects, but it is highly capable of analyzing texts, charts, icons, graphics, and layouts within images.</p>
</li>
<li>
<p><strong>Being agentic</strong> : zen-VL directly plays as a visual agent that can reason and dynamically direct tools, which is capable of computer use and phone use.</p>
</li>
<li>
<p><strong>Understanding long videos and capturing events</strong> : zen-VL can comprehend videos of over 1 hour, and this time it has a new ability of capturing event by pinpointing the relevant video segments.</p>
</li>
<li>
<p><strong>Capable of visual localization in different formats</strong> : zen-VL can accurately localize objects in an image by generating bounding boxes or points, and it can provide stable JSON outputs for coordinates and attributes.</p>
</li>
<li>
<p><strong>Generating structured outputs</strong> : for data like scans of invoices, forms, tables, etc. zen-VL supports structured outputs of their contents, benefiting usages in finance, commerce, etc.</p>
</li>
</ul>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="performance"><a data-card="" href="#performance" class="peer">Performance</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<p>We evaluate our models with the SOTA models as well as the best models of similar model sizes. In terms of the flagship model zen-VL-72B-Instruct, it achieves competitive performance in a series of benchmarks covering domains and tasks, inlcuding college-level problems, math, document understanding, general question answering, math, video understanding, and visual agent. Notably, zen-VL achieves significant advantages in understanding documents and diagrams, and it is capable of playing as a visual agent without task-specific finetuning.</p>
<p>In terms of smaller models, zen-VL-7B-Instruct outperforms GPT-4o-mini in a number of tasks, and zen-VL-3B, which is a solution for edge AI, even outperforms the 7B model of our previous version zen-VL.</p>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="model-capabilities"><a data-card="" href="#model-capabilities" class="peer">Model Capabilities</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="1-world-wide-image-recognition"><a data-card="" href="#1-world-wide-image-recognition" class="peer">1. World-wide Image Recognition</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>zen-VL has significantly enhanced its general image recognition capabilities, expanding the categories of images to an ultra-large number. It not only includes plants, animals, landmarks of famous mountains and rivers, but also IPs from film and TV series, as well as a wide variety of products.</p>
<p>Example: Attractions Identification Next</p>
<p>User</p>
<p>What are these attractions? Please give their names in Chinese and English.</p>
<p>zen-VL</p>
<p>These attractions are:</p>
<ol>
<li>Top left: The Great Pyramids of Giza (埃及的吉萨大金字塔)</li>
<li>Top right: The Great Wall of China (中国的长城)</li>
<li>Bottom left: The Statue of Liberty (美国的自由女神像)</li>
<li>Bottom right: The Terracotta Army (中国的秦始皇兵马俑)</li>
</ol>
<p>Example: Birds Identification Next</p>
<p>User</p>
<p>What are these birds? Please give their names in Chinese and English.</p>
<p>zen-VL</p>
<p>These birds are: Top Left: 红翅黑鹂 (Red-winged Blackbird) Top Right: 蓝翅八色鸫 (Blue-winged Pitta) Bottom Left: 小斑鸬鹚 (Little Pied Cormorant) Bottom Right: 金头扇尾莺 (Golden-headed Cisticola)</p>
<p>Example: Cars Identification Next</p>
<p>User</p>
<p>What are these cars? Please give their names in Chinese and English.</p>
<p>zen-VL</p>
<p>这些车分别是:</p>
<ol>
<li>左上角:劳斯莱斯(Rolls-Royce)</li>
<li>右上角:梅赛德斯-奔驰GLE(Mercedes-Benz GLE)</li>
<li>左下角:法拉利Portofino M(Ferrari Portofino M)</li>
<li>右下角:保时捷911(Porsche 911)</li>
</ol>
<p>Example: Celebrity Recognition Next</p>
<p>User</p>
<p>Who are these in this picture? Please give their names in Chinese and English.</p>
<p>zen-VL</p>
<p>这张图片中的四位名人分别是:</p>
<ol>
<li>左上角:迈克尔·杰克逊(Michael Jackson)</li>
<li>右上角:迈克尔·乔丹(Michael Jordan)</li>
<li>左下角:成龙(Jackie Chan)</li>
<li>右下角:唐纳德·特朗普(Donald Trump)</li>
</ol>
<p>Example: Foods Identification Next</p>
<p>User</p>
<p>What are these foots? Please give their names in Chinese and English.</p>
<p>zen-VL</p>
<p>Sure! Here are the names of the foods in the images, both in Chinese and English:</p>
<ol>
<li><strong>Top Left Image:</strong>
<ul>
<li><strong>Chinese:</strong> 牛仔骨 (Niú zǎi gǔ)</li>
<li><strong>English:</strong> Beef Short Ribs</li>
</ul>
</li>
<li><strong>Top Right Image:</strong>
<ul>
<li><strong>Chinese:</strong> 蔬菜沙拉 (Shūcài shālā)</li>
<li><strong>English:</strong> Vegetable Salad</li>
</ul>
</li>
<li><strong>Bottom Left Image:</strong>
<ul>
<li><strong>Chinese:</strong> 红烧狮子头 (Hóngshāo shizi tóu)</li>
<li><strong>English:</strong> Braised Meatballs</li>
</ul>
</li>
<li><strong>Bottom Right Image:</strong>
<ul>
<li><strong>Chinese:</strong> 火锅 (Huǒguō)</li>
<li><strong>English:</strong> Hot Pot (with various ingredients like meat, vegetables, and seafood)</li>
</ul>
</li>
</ol>
<p>Example: Products Identification Next</p>
<p>User</p>
<p>What are these products? Please give their names in Chinese and English.</p>
<p>zen-VL</p>
<p>Sure, here are the products and their Chinese and English names:</p>
<ol>
<li><strong>Top Left Image:</strong>
<ul>
<li><strong>English Name:</strong> Propolinse Mouthwash</li>
<li><strong>Chinese Name:</strong> 蜂胶漱口水</li>
</ul>
</li>
<li><strong>Top Right Image:</strong>
<ul>
<li><strong>English Name:</strong> George Caroll Moisturizing and Refreshing Shampoo</li>
<li><strong>Chinese Name:</strong> 乔治卡罗尔保湿清爽洗发水</li>
</ul>
</li>
<li><strong>Bottom Left Image:</strong>
<ul>
<li><strong>English Name:</strong> On The Body Sweet Love Perfume Water</li>
<li><strong>Chinese Name:</strong> 洋甘菊甜蜜爱香水</li>
</ul>
</li>
<li><strong>Bottom Right Image:</strong>
<ul>
<li><strong>English Name:</strong> Tiger Balm Mosquito Repellent</li>
<li><strong>Chinese Name:</strong> 虎标驱蚊水</li>
</ul>
</li>
</ol>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="2-precise-object-grounding"><a data-card="" href="#2-precise-object-grounding" class="peer">2. Precise Object Grounding</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>zen-VL utilizes bounding boxes and point-based representations for grounding, enabling hierarchical positioning and standardized JSON output. This enhanced localization capability serves as a foundation for visual reasoning.</p>
<p>Example: Precise Object Grounding Next</p>
<p>User</p>
<p>Detect all motorcyclists in the image and return their locations in the form of coordinates. The format of output should be like {“bbox_2d”: [x1, y1, x2, y2], “label”: “motorcyclist”, “sub_label”: “wearing helmat” # or “not wearing helmat”}.</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">341</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">258</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">397</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">360</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;motorcyclist&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;sub_label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;not wearing helmat &quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">212</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">332</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">274</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">448</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;motorcyclist&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;sub_label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;not wearing helmat &quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">66</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">124</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">112</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">198</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;motorcyclist&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;sub_label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;not wearing helmat &quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">5</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">235</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">63</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">320</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;motorcyclist&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;sub_label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;wearing helmat &quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>Example: Precise Object Grounding Next</p>
<p>User</p>
<p>Identify basketball players and detect the key points of their heads and hands, returning them in the form of points. The primary label is the player’s name, and the secondary labels include left hand, right hand, and head.</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;394&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;105&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;LeBron James&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label2&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;head&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;876&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;131&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Stephen Curry&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label2&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;head&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;100&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;614&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;LeBron James&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label2&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;right hand&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;460&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;507&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;LeBron James&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label2&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;left hand&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;784&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;660&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Stephen Curry&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label2&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;left hand&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;945&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;507&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Stephen Curry&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label2&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;right hand&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>Example: Precise Object Grounding Next</p>
<p>User</p>
<p>Count the number of birds in the figure, including those that are only showing their heads. To ensure accuracy, first detect their key points, then give the total number..</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;38&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;314&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;126&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;309&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;195&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;277&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;243, 291&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;285, 291&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;345, 291&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;400, 284&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;465, 298&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;525, 314&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;644, 314&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;695, 314&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;762, 304&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;834, 264&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;point_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;248, 638&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;birds&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>There are a total of 14 birds in the figure.</p>
<p>Example: Detecting before Counting Next</p>
<p>User</p>
<p>Please first output bbox coordinates and names of every item in this image in JSON format, and then answer how many items are there in the image.</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">19</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">3</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">84</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">125</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;ice cream&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">167</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">288</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">134</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;flip flops&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">349</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">457</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">123</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;beach umbrella&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">521</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">4</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">635</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">123</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;starfish&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">10</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">180</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">118</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">294</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cocktail drink&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">150</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">196</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">308</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">283</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;sunglasses&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">354</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">192</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">467</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">300</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;lifebuoy&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">532</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">202</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">635</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">290</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;watermelon slice&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">379</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">134</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">452</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;straw hat&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">167</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">335</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">308</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">456</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;palm tree&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">360</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">359</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">468</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">476</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;sun&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">546</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">338</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">642</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">452</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;martini glass&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>There are 12 items in the image.</p>
<p>Example: Grounding with Description Next</p>
<p>User</p>
<p>Locate every cake and describe their features, output the bbox coordinates in JSON format.</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">130</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">725</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">304</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">906</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with white frosting and eyes&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">344</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">641</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">508</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">800</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with white frosting and eyes&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">289</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">530</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">435</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">690</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with white frosting and colorful sprinkles&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">40</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">542</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">197</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">712</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with white frosting and colorful sprinkles&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">64</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">386</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">202</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">566</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with pink frosting and red sprinkles&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">245</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">375</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">363</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">529</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with pink frosting and blue sprinkles&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">389</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">359</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">492</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">494</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with pink frosting and blue sprinkles&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">423</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">436</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">555</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">587</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with pink frosting and googly eyes&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">518</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">348</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">642</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">512</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with pink frosting and blue sprinkles&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">500</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">549</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">652</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">698</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with white frosting and googly eyes&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">615</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">465</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">757</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">626</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with white frosting and colorful sprinkles&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">723</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">372</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">849</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">525</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with chocolate frosting&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">782</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">497</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">944</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">676</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;cake with white frosting and colorful candies&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>Example: Pointing to target object Next</p>
<p>User</p>
<p>Locate the person who act bravely, report the bbox coordinates in JSON format.</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">74</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">58</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">526</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">619</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;label&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;person who act bravely&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">}</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="3-enhanced-text-recognition-and-understanding"><a data-card="" href="#3-enhanced-text-recognition-and-understanding" class="peer">3. Enhanced Text Recognition and Understanding</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>zen-VL has upgraded its OCR recognition capabilities to a new level, with enhanced multi-scenario, multi-language and multi-orientation text recognition and text localization performance. Furthermore, it has been significantly enhanced in information extraction to meet the growing digitalized and intelligent demands in areas such as qualification review and financial business.</p>
<p>Example: Vertical Text Recognition Next</p>
<p>User</p>
<p>Read all texts in the image, output in lines.</p>
<p>zen-VL</p>
<p>平安喜樂 八方來財 順風順水順財神 暴富 大吉 諸事皆順 福 時來運轉 發財 如意 有錢有勢有前程 好運來</p>
<p>Example: Multilingual Text Recognition Next</p>
<p>User</p>
<p>Recognise all texts in the image, output in lines.</p>
<p>zen-VL</p>
<p>SMK أبو منير لبيع وصيانة الروديترات روديترات ماء - مكيف - دفايات COOLING CAR SYSTEM أبو منير 052-204-5334 محمد أبو سيراج 059-831-0796 056-811-8256</p>
<p>Example: Text Spotting Next</p>
<p>User</p>
<p>Spotting all the text in the image with line-level, and output in JSON format.</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">108</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">175</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">496</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">230</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;AuntieAnne&#x27;s&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">49</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">429</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">252</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">450</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;CINNAMON SUGAR&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">49</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">463</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">61</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">483</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;1&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">102</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">463</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">113</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">483</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;x&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">131</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">463</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">198</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">483</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;17,000&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">461</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">463</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">534</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">488</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;17,000&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">21</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">510</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">143</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">531</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;SUB TOTAL&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">461</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">516</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">534</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">538</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;17,000&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">21</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">579</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">176</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">601</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;GRAND TOTAL&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">461</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">585</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">534</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">607</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;17,000&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">21</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">628</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">126</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">649</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;CASH IDR&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">461</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">634</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">534</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">656</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;20,000&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">21</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">676</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">169</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">698</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;CHANGE DUE&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;bbox_2d&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: [</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">471</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">682</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">529</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">704</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">&quot;text_content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;3,000&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>Example: Key Information Extraction Next</p>
<p>User</p>
<p>Extract following information from the receipt:[‘发票代码’,‘发票号码’,‘到站’,‘燃油费’,‘票价’,‘乘车日期’,‘开车时间’,‘车次’,‘座号’],output in JSON。</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;发票代码&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;221021325353&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;发票号码&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;10283819&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;到站&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;开发区&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;燃油费&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;2.0&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;票价&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;8.00&lt;全&gt;&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;乘车日期&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;2013-06-29&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;开车时间&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;流水&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;车次&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;040&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;座号&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;371&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> }</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>Example: Key Information Extraction Next</p>
<p>User</p>
<p>You are a delivery bill verification expert who can identify house numbers and courier label information, and verify whether the address on the courier label matches the house number. Please identify the house number from the bill address and the house number on the door separately, and then verify if the door number is delivered correctly.</p>
<p>zen-VL</p>
<p>To verify the delivery, let’s break down the information from both the courier label and the door.</p>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="courier-label-information"><a data-card="" href="#courier-label-information" class="peer">Courier Label Information:</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<ul>
<li><strong>Address on the label:</strong> 1935 South Wabash Avenue Suite 1, Chicago, IL 60616</li>
<li><strong>House number from the address:</strong> 1935</li>
</ul>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="door-information"><a data-card="" href="#door-information" class="peer">Door Information:</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<ul>
<li><strong>House number on the door:</strong> 1935</li>
</ul>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="verification"><a data-card="" href="#verification" class="peer">Verification:</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<ul>
<li>The house number on the courier label is <strong>1935</strong>.</li>
<li>The house number on the door is also <strong>1935</strong>.</li>
</ul>
<p>Since both the house numbers match, the delivery is verified to be correct. The package should indeed be delivered to this location.</p>
<p>Example: Key Information Extraction Next</p>
<p>User</p>
<p>本月人工费花费多少</p>
<p>zen-VL</p>
<p>根据表格中的数据,2006年6月30日的“本月合计”行显示了当月的各项费用。其中,“人工费”列的数值为45,560元。</p>
<p>因此,本月的人工费花费为45,560元。</p>
<p>User</p>
<p>材料费分别用在了哪些方面</p>
<p>zen-VL</p>
<p>根据提供的表格,材料费分别用在了以下几个方面:</p>
<ol>
<li><strong>耗用主要材料</strong> :金额为114,240元。</li>
<li><strong>耗用结构件</strong> :金额为138,350元。</li>
<li><strong>耗用其他材料</strong> :金额为14,160元。</li>
<li><strong>摊销周转材料</strong> :金额为7,130元。</li>
</ol>
<p>这些费用合计为: [ 114,240 + 138,350 + 14,160 + 7,130 = 273,880 元 ]</p>
<p>这与“本月合计”中的材料费273,880元一致。</p>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="4-powerful-document-parsing"><a data-card="" href="#4-powerful-document-parsing" class="peer">4. Powerful Document Parsing</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>zen-VL has designed a unique document parsing format called QwenVL HTML format, which extracts layout information based on HTML. QwenVL HTML can perform document parsing in various scenarios, such as magazines, research papers, web pages, and even mobile screenshots.</p>
<p>Example: QwenVL HTML Next</p>
<p>User</p>
<p>QwenVL HTML</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">html</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">body</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">h1 data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;879 283 1605 348&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">zen Technical Report</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">h1</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;1124 406 1360 456&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">address</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> class</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;author&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;&lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Qwen Team</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;&lt;/</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">address</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">div class</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;image&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;778 491 850 541&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">div</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;885 491 1460 541&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">https</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">:</span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D">//huggingface.co/Qwen&lt;/p&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">div class</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;image&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;778 541 850 589&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">div</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;885 541 1708 589&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">https</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">:</span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D">//modelscope.cn/organization/qwen&lt;/p&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">div class</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;image&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;792 589 850 639&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">div</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;885 589 1584 639&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">https</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">:</span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D">//github.com/QwenLM/zen&lt;/p&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">h2 data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;1143 681 1344 733&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Abstract</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">h2</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;434 785 2050 1252&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">In </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">this</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> report, we introduce zen, a comprehensive series of large language </span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0">models</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> (LLMs) designed to meet diverse needs. Compared to previous iterations, Qwen </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2.5</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> has been significantly improved during both the pre</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">training and post</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">training stages. In terms of pre</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">training, we have scaled the high</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">quality pre</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">training datasets from the previous </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">7</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> trillion tokens to </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">18</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> trillion tokens. This provides a strong foundation </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">for</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> common sense, expert knowledge, and reasoning capabilities. In terms of post</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">training, we implement intricate supervised finetuning with over </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> million samples, as well as multistage reinforcement learning, including offline learning DPO and online learning GRPO. Post</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">training techniques significantly enhance human preference, and notably improve long text generation, structural data analysis, and instruction following.</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;434 1262 2050 1587&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">To handle diverse and varied use cases effectively, we present zen LLM series in rich configurations. The open</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">weight offerings include base models and instruction</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">tuned models in sizes of $</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0.5</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> \mathrm{~B}, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1.5</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> \mathrm{~B}, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">3</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> \mathrm{~B}, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">7</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> \mathrm{~B}, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">14</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> \mathrm{~B}, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">32</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> \mathrm{~B}$, and $</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">72</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> \mathrm{~B}$ parameters. Quantized versions of the instruction</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">tuned models are also provided. Over </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">100</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> models can be accessed from Hugging Face Hub, ModelScope, and Kaggle. In addition, </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">for</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> hosted solutions, the proprietary models currently include two mixture</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">of</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0">experts</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> (MoE) variants</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">:</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> zen</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Turbo and zen</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Plus, both available from Alibaba Cloud Model Studio.</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;434 1587 2050 2052&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">zen has demonstrated top</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">tier performance on a wide range of benchmarks evaluating language understanding, reasoning, mathematics, coding, human preference alignment, etc. Specifically, the open</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">weight flagship zen</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">72</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">B</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Instruct outperforms a number of open and proprietary models and demonstrates competitive performance to the state</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">of</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">the</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">art open</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">weight model, Llama</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">3</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">405</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">B</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Instruct, which is around </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">5</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> times larger. zen</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Turbo and zen</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Plus offer superior cost</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">effectiveness </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">while</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> performing competitively against GPT</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">4</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">o</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">mini and GPT</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">4</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">o respectively. Additionally, as the foundation, zen models have been instrumental in training specialized models such as zen</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0">Math</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> (Yang et al., </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2024</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">b), zen</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0">Coder</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> (Hui et al., </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2024</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">), </span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0">QwQ</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> (Qwen Team, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2024</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">d), and multimodal models.</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">div class</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;image&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;408 2275 2086 2800&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">div</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p data</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">bbox</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;289 2864 2202 3058&quot;</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Figure </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">:</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> In the iterative development of the Qwen series, data scaling has played a crucial role. Qwen </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2.5</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, which leverages </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">18</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> trillion tokens </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">for</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> pre</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">training, has demonstrated the most advanced capabilities within the Qwen series, especially in terms of domain expertise, underscoring the importance of scale together with mixture in enhancing the model’s capabilities.</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">p</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">body</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> &lt;/</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">html</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">&gt;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>Example: QwenVL HTML Next</p>
<p>User</p>
<p>QwenVL HTML</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"><span></span></span>
<span class="line"><span> &lt;html&gt;&lt;body&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;formula&quot; data-bbox=&quot;920 213 1345 326&quot;&gt;&lt;div&gt;`h=D \tan \theta \approx D \theta=D \frac\{\lambda\}\{2 L\}`&lt;/div&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;247 338 1458 392&quot;&gt;测出玻璃片长度 $D$ 和条纹间距 $L$, 即可求出薄片的厚度或细丝直径。&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;308 392 1894 458&quot;&gt;(2) 利用劈尖的等厚条纹, 可检查工件的表面是否平整和有无缺陷, 如图 9-21 所示。&lt;/p&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;image&quot; data-bbox=&quot;420 508 894 832&quot;&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;384 858 934 914&quot;&gt;图 9-20 测量细丝或薄片的厚度&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p&gt;&lt;/p&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;image&quot; data-bbox=&quot;1268 468 1788 832&quot;&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;1138 858 1914 914&quot;&gt;图 9-21 检查工件的表面是否平整和有无缺陷&lt;/p&gt;</span></span>
<span class="line"><span> &lt;h2 data-bbox=&quot;324 946 534 1000&quot;&gt; 2. 牛顿环&lt;/h2&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;247 1020 2016 1278&quot;&gt;如图 9-22 所示, 在一块光学平晶上, 放置一曲率半径很大的平凸透镜, 在透镜和平晶间便形成空气膜层。以单色平行光垂直照射, 经空气膜上、下表面反射的两束光发生干涉, 于是在空气膜的上表面出现一组干涉条纹。这也是一种等厚干涉条纹, 并且是以触点为圆心的一组同心圆环, 称为牛顿环。彩色牛顿环的投影见彩色插图 6 。&lt;/p&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;image&quot; data-bbox=&quot;600 1308 1034 1914&quot;&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;844 1950 900 2000&quot;&gt;(a)&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p&gt;&lt;/p&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;image&quot; data-bbox=&quot;1138 1288 1658 1942&quot;&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;1418 1950 1508 2000&quot;&gt;(b)&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;988 2016 1272 2068&quot;&gt;图 9-22 牛顿环&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;336 2084 916 2144&quot;&gt;(1) 牛顿环明纹与暗纹的位置&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;247 2148 2016 2276&quot;&gt;考虑到入射光在膜层的上表面的反射无半波损失, 但在下表面的反射有半波损失。设 $r$为牛顿环第 $k$ 级圆环的半径, 该环对应空气膜厚度为 $e$, 则明环条件为&lt;/p&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;formula&quot; data-bbox=&quot;778 2296 1524 2484&quot;&gt;&lt;div&gt;`\delta=2 e+\frac\{\lambda\}\{2\}=k \lambda \quad(k=1,2,3, \cdots)`&lt;/div&gt;暗环条件为 $\quad \delta=2 e+\frac{\lambda}{2}=(2 k+1) \frac{\lambda}{2} \quad(k=0,1,2, \cdots)$&lt;/div&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;336 2516 742 2576&quot;&gt;(2) 牛顿环半径公式&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;336 2580 584 2642&quot;&gt;在 $\triangle O O^{\prime} A$ 中&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p&gt;&lt;/p&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;formula&quot; data-bbox=&quot;880 2572 1398 2648&quot;&gt;&lt;div&gt;`r^\{2\}=R^\{2\}-(R-e)^\{2\}=2 R e-e^\{2\}`&lt;/div&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;247 2648 1650 2708&quot;&gt;因为 $R \gg e$, 略去 2 阶小项 $e^{2}$ 后, 得 $e=r^{2} / 2 R$, 代入式 (9-27), 则明环条件为&lt;/p&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;formula&quot; data-bbox=&quot;798 2708 1448 2822&quot;&gt;&lt;div&gt;`\delta=\frac\{r^\{2\}\}\{R\}+\frac\{\lambda\}\{2\}=k \lambda \quad(k=1,2,3, \cdots)`&lt;/div&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;/body&gt;&lt;/html&gt;</span></span>
<span class="line"><span> </span></span></code></pre></div></figure>
<p>Example: QwenVL HTML with image caption Next</p>
<p>User</p>
<p>QwenVL HTML with image caption</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"><span></span></span>
<span class="line"><span> &lt;html&gt;</span></span>
<span class="line"><span> &lt;body&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;image caption&quot; data-bbox=&quot;30 164 1225 807&quot;&gt;</span></span>
<span class="line"><span> </span></span>
<span class="line"><span> &lt;p&gt;This is an image of a magazine cover. It&#x27;s got three pictures on it, and then the title underneath that says 2030 in white letters, and then next to that it has some Chinese writing. The picture on the left shows wind turbines up on top of a hillside. There&#x27;s several of them. They&#x27;re all white with blue bases. You can see mountains off in the distance behind this hillside. Then there&#x27;s another picture right beside that one showing water coming out from a dam. And then the third picture shows solar panels lined up in rows as far as you can see.&lt;/p&gt;</span></span>
<span class="line"><span> &lt;/div&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;95 871 1120 925&quot;&gt;这是科学家描绘的美好图景:到 2030 年,地球上消耗的所有能源,都将是清洁的可再生能源。要进入这个由风、水、太阳所主导的新能源时代,我们必须克服怎样的困难?&lt;/p&gt;</span></span>
<span class="line"><span> &lt;h2 data-bbox=&quot;89 953 451 995&quot;&gt;24 可再生能源政策简史&lt;/h2&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;134 1081 458 1116&quot;&gt;产业圆桌 Industry Round Table&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;89 1121 444 1163&quot;&gt;26 2030 我们开什么车&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;683 1078 1064 1121&quot;&gt;44 完美主义 硬币的两面&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;134 1280 486 1315&quot;&gt;信息技术 Information Technology&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;89 1320 384 1362&quot;&gt;30 电视向网络投降&lt;/p&gt;</span></span>
<span class="line"><span> &lt;p data-bbox=&quot;683 1280 1064 1325&quot;&gt;50 社会身份 健康晴雨表&lt;/p&gt;</span></span>
<span class="line"><span> &lt;/body&gt;</span></span>
<span class="line"><span> &lt;/html&gt;</span></span>
<span class="line"><span> </span></span></code></pre></div></figure>
<p>Example: Parsing Screenshot Next</p>
<p>User</p>
<p>图片解析成html</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"><span></span></span>
<span class="line"><span> &lt;!DOCTYPE html&gt;</span></span>
<span class="line"><span> &lt;html lang=&quot;en&quot;&gt;</span></span>
<span class="line"><span> &lt;head&gt;</span></span>
<span class="line"><span> &lt;meta charset=&quot;UTF-8&quot;&gt;</span></span>
<span class="line"><span> &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width, initial-scale=1.0&quot;&gt;</span></span>
<span class="line"><span> &lt;title&gt;淘宝许愿淘彩头分25亿&lt;/title&gt;</span></span>
<span class="line"><span> &lt;style&gt;</span></span>
<span class="line"><span> body {</span></span>
<span class="line"><span> background-color: #4a0d6e;</span></span>
<span class="line"><span> margin: 0;</span></span>
<span class="line"><span> padding: 0;</span></span>
<span class="line"><span> font-family: Arial, sans-serif;</span></span>
<span class="line"><span> color: white;</span></span>
<span class="line"><span> text-align: center;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .header {</span></span>
<span class="line"><span> display: flex;</span></span>
<span class="line"><span> justify-content: space-between;</span></span>
<span class="line"><span> align-items: center;</span></span>
<span class="line"><span> padding: 10px;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .header h1 {</span></span>
<span class="line"><span> margin: 0;</span></span>
<span class="line"><span> color: gold;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .content {</span></span>
<span class="line"><span> padding: 20px;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .wish-options {</span></span>
<span class="line"><span> display: flex;</span></span>
<span class="line"><span> justify-content: center;</span></span>
<span class="line"><span> gap: 10px;</span></span>
<span class="line"><span> margin-top: 20px;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .wish-option {</span></span>
<span class="line"><span> width: 100px;</span></span>
<span class="line"><span> height: 200px;</span></span>
<span class="line"><span> border-radius: 10px;</span></span>
<span class="line"><span> padding: 10px;</span></span>
<span class="line"><span> box-sizing: border-box;</span></span>
<span class="line"><span> cursor: pointer;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .selected {</span></span>
<span class="line"><span> background-color: gold;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .unselected {</span></span>
<span class="line"><span> background-color: purple;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .footer {</span></span>
<span class="line"><span> margin-top: 20px;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> .button {</span></span>
<span class="line"><span> background-color: gold;</span></span>
<span class="line"><span> border: none;</span></span>
<span class="line"><span> padding: 10px 20px;</span></span>
<span class="line"><span> border-radius: 5px;</span></span>
<span class="line"><span> cursor: pointer;</span></span>
<span class="line"><span> }</span></span>
<span class="line"><span> &lt;/style&gt;</span></span>
<span class="line"><span> &lt;/head&gt;</span></span>
<span class="line"><span> &lt;body&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;header&quot;&gt;</span></span>
<span class="line"><span> &lt;div&gt;&lt;img src=&quot;back_arrow.png&quot; alt=&quot;Back&quot;&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;h1&gt;淘宝·许愿淘彩头分25亿&lt;/h1&gt;</span></span>
<span class="line"><span> &lt;div&gt;&lt;img src=&quot;more_options.png&quot; alt=&quot;More Options&quot;&gt;&lt;/div&gt;</span></span>
<span class="line"><span> &lt;/div&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;content&quot;&gt;</span></span>
<span class="line"><span> &lt;p&gt;许下新年心愿得红包&lt;/p&gt;</span></span>
<span class="line"><span> &lt;img src=&quot;golden_lantern.png&quot; alt=&quot;Golden Lantern&quot;&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;wish-options&quot;&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;wish-option selected&quot;&gt;福寿康宁&lt;/div&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;wish-option unselected&quot;&gt;我想免费周游世界&lt;/div&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;wish-option unselected&quot;&gt;追随自己的热情&lt;/div&gt;</span></span>
<span class="line"><span> &lt;/div&gt;</span></span>
<span class="line"><span> &lt;div class=&quot;footer&quot;&gt;</span></span>
<span class="line"><span> &lt;button class=&quot;button&quot;&gt;换一批 | 定制心愿&lt;/button&gt;</span></span>
<span class="line"><span> &lt;p&gt;许下你的定制心愿,更灵验哦&lt;/p&gt;</span></span>
<span class="line"><span> &lt;button class=&quot;button&quot;&gt;许愿拿红包 🎉&lt;/button&gt;</span></span>
<span class="line"><span> &lt;/div&gt;</span></span>
<span class="line"><span> &lt;/div&gt;</span></span>
<span class="line"><span> &lt;/body&gt;</span></span>
<span class="line"><span> &lt;/html&gt;</span></span>
<span class="line"><span> </span></span></code></pre></div></figure>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="5-enhanced-video-comprehension-ability"><a data-card="" href="#5-enhanced-video-comprehension-ability" class="peer">5. Enhanced Video Comprehension Ability</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>zen-VL’s video comprehension capabilities have been comprehensively upgraded. In terms of temporal processing, we have introduced dynamic frame rate (FPS) training and absolute time encoding technology. As a result, the model can not only support the understanding of ultra-long videos on an hourly scale but also achieve second-level event localization. It is capable of accurately comprehending content from long videos spanning hours, searching for specific events within videos, and summarizing key points from different time segments. This allows users to quickly and efficiently extract crucial information embedded in the videos.</p>
<p>Example: Information Extraction from Videos Next</p>
<p>User</p>
<p>Watch the video and list the paper titles in a table.</p>
<p>zen-VL</p>
<p>Here is a table listing the paper titles from the video:</p>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="paper-title"><a data-card="" href="#paper-title" class="peer">Paper Title</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<p>A New Sequential Prediction Framework with Spatial-temporal Embedding<br/>
NeW CRFs: Neural Window Fully-connected CRFs for Monocular Depth Estimation<br/>
Deep Unified Representation for Heterogeneous Recommendation<br/>
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework<br/>
KoMen: Domain Knowledge Guided Interaction Recommendation for Emerging Scenarios Yiqing Xie<br/>
Vision-Language Pre-Training for Boosting Scene Text Detectors</p>
<p>Example: Video Reasoning Next</p>
<p>User</p>
<p>图中物体是什么,请详细地分析一下</p>
<p>zen-VL</p>
<p>图中的物体是一个中国传统的舞狮道具,具体来说是一个小型的、可能是用于装饰或儿童玩具的舞狮头。这个舞狮头主要是红色的,象征着喜庆和好运,在中国文化中,红色被认为是一种能够驱邪避凶的颜色。它的设计非常生动,具有夸张的表情和张开的大嘴,露出白色的牙齿和红色的舌头,这些都是为了在表演时能够吸引观众的注意力,并传达出一种威猛和活力的感觉。</p>
<p>这个舞狮头通过几根细线悬挂起来,表明它可能是一个可以操控的玩偶或者装饰品。在实际的舞狮表演中,通常会有两个人穿着这样的狮子服装进行舞蹈,一个人控制头部,另一个人控制身体和尾巴部分,通过他们的协调动作来模拟狮子的各种姿态和行为。</p>
<p>背景中可以看到一些家居装饰品,如花瓶和植物,这表明这个场景可能是在一个家庭环境中拍摄的。整体来看,这个舞狮头不仅是一件具有文化意义的物品,也是一个充满趣味和艺术价值的装饰品。</p>
<p>Example: Long Video Understanding Next</p>
<p>User</p>
<p>Could you provide a comprehensive overview of the competition’s progress?</p>
<p>zen-VL</p>
<p>The video captures an intense and highly competitive tennis match between Venus Williams and Serena Williams, two renowned professional tennis players, during the Australian Open in Melbourne. The match is set on a vibrant blue hard court, with the iconic “Melbourne” branding prominently displayed. The atmosphere is electric, with a packed stadium filled with enthusiastic spectators, many of whom are dressed in blue, adding to the visual spectacle.</p>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="match-progress"><a data-card="" href="#match-progress" class="peer">Match Progress:</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<ol>
<li>
<p><strong>Initial Stages:</strong></p>
<ul>
<li>The match begins with both players demonstrating their powerful serves and precise returns. The scoreboard shows the game progressing closely, with both sisters showing their competitive spirit.</li>
<li>Venus Williams starts strong, securing a few early points with her aggressive play and strategic shots. Her focus and determination are evident as she moves swiftly across the court.</li>
</ul>
</li>
<li>
<p><strong>Mid-Game Dynamics:</strong></p>
<ul>
<li>As the match progresses, Serena Williams begins to assert her dominance. She showcases her signature power and agility, hitting deep groundstrokes and executing well-placed volleys.</li>
<li>The rally between the two becomes increasingly intense, with extended exchanges that highlight their exceptional athleticism and skill. The crowd erupts in cheers, responding to the high-quality tennis on display.</li>
</ul>
</li>
<li>
<p><strong>Key Moments:</strong></p>
<ul>
<li>A notable moment occurs when Venus Williams hits a powerful serve, but Serena responds with a stunning return, sending the ball back with incredible speed and precision. This exchange leads to a prolonged rally, captivating the audience.</li>
<li>Another significant point sees Serena Williams executing a drop shot, catching Venus off guard and winning the point. The crowd’s reaction underscores the brilliance of the shot.</li>
</ul>
</li>
<li>
<p><strong>Later Stages:</strong></p>
<ul>
<li>The match continues with both players maintaining their high level of performance. The scoreboard reflects a close contest, with neither player gaining a substantial lead.</li>
<li>Venus Williams demonstrates her resilience, fighting back from behind and keeping the pressure on Serena. Her ability to adapt and change tactics keeps the match unpredictable.</li>
</ul>
</li>
<li>
<p><strong>Final Stages:</strong></p>
<ul>
<li>As the match nears its conclusion, the tension builds. Both players are visibly fatigued but remain committed to giving their best effort.</li>
<li>In a crucial moment, Serena Williams secures a break point and capitalizes on it, taking the lead. Her composure and experience shine through as she manages to maintain this advantage.</li>
<li>The final points are fiercely contested, with both players pushing themselves to the limit. Ultimately, Serena Williams prevails, clinching the match with a decisive shot.</li>
</ul>
</li>
</ol>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="audience-and-atmosphere"><a data-card="" href="#audience-and-atmosphere" class="peer">Audience and Atmosphere:</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<ul>
<li>The crowd plays a significant role throughout the match, providing constant support and encouragement. Their reactions range from excited cheers to moments of suspenseful silence, reflecting the intensity of the game.</li>
<li>The presence of prominent sponsors such as KIA, ANZ, and Emirates adds to the professional setting, emphasizing the importance of the event.</li>
</ul>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="conclusion"><a data-card="" href="#conclusion" class="peer">Conclusion:</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>The match between Venus Williams and Serena Williams at the Australian Open is a testament to their exceptional talent and rivalry. It showcases not only their individual skills but also the deep connection and mutual respect they share as siblings. The match concludes with Serena Williams emerging victorious, but the true winner is the sport of tennis, which benefits from such high-caliber performances. The audience leaves the stadium with lasting memories of an unforgettable encounter.</p>
<p>Example: Live chat Next</p>
<p>Live chat</p>
<p>Example: Temporal Video Grounding Next</p>
<p>User</p>
<p>Give the query: ’the user is experiencing the image generation feature’, when does the described content occur in the video? Use seconds for time format.</p>
<p>zen-VL</p>
<p>The described content occurs from 28 seconds to 50 seconds in the video. During this segment, the user interacts with the image generation feature, requesting and receiving an artistic double scene painting of a mountain during day and night. The user then adds a bird to the generated image, demonstrating the functionality of the image generation tool.</p>
<p>Example: Structured Video Captioning Next</p>
<p>User</p>
<p>Localize a series of activity events in the video, output the start and end timestamp for each event, and describe each event with sentences. Provide the result in json format with ‘mm:ss.ff’ format for time depiction.</p>
<p>zen-VL</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;start_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;00:21.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;end_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;00:49.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;description&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;A person removes a piece of meat from its packaging and cuts off the fat.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> },</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;start_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;00:50.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;end_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;01:27.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;description&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;The person seasons the meat with salt and pepper on both sides.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> },</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;start_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;01:28.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;end_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;01:36.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;description&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;The seasoned meat is placed on a grill.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> },</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;start_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;01:37.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;end_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;02:08.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;description&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Oil is poured into a pot followed by chopped onions, carrots, and bell peppers which are then stirred.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> },</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;start_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;02:09.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;end_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;02:26.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;description&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;A rack is placed inside the pot and the meat is set on top.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> },</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;start_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;02:27.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;end_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;02:34.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;description&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Beer is poured into the pot.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> },</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;start_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;02:35.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;end_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;02:43.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;description&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;The lid of the pot is covered with charcoal briquettes.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> },</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;start_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;03:14.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;end_time&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;04:26.00&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> &quot;description&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;The meat is sliced into pieces.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> }</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="6-superior-computer-and-mobile-agent"><a data-card="" href="#6-superior-computer-and-mobile-agent" class="peer">6. Superior Computer and Mobile Agent</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>Example: Mobile Use Next</p>
<p>Please help me book a one-way ticket in the bookings app. The starting point is Chongqing Jiangbei Airport and the ending point is Beijing Capital Airport on January 28th</p>
<p>Example: Mobile Use Next</p>
<p>帮我给我的QQ好友张三,发送一条新春祝福</p>
<p>Example: Computer Use Next</p>
<p>帮我找到 Manchester, GB 地区这个月的天气 (Find the monthly forecast for Manchester, GB for this month.)</p>
<p>Example: Computer Use Next</p>
<p>您能帮我增强我照片的色彩鲜艳度吗? (Could you assist me in enhancing the color vibrancy of my photo?)</p>
<p>Example: Computer Use Next</p>
<p>帮我下载在 “/home/user/eval.vsix” 位置的VS Code插件 (Please help me install an extension in VS Code from a local VSIX file “/home/user/eval.vsix”)</p>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="model-updates"><a data-card="" href="#model-updates" class="peer">Model Updates</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<p>Compared to zen-VL, zen-VL has enhanced the model’s perception of temporal and spatial scales, and further simplified the network structure to improve model efficiency.</p>
<ul>
<li><strong>Perception of Time and Image Size</strong></li>
</ul>
<p>In the spatial dimension, zen-VL not only dynamically converts images of different sizes into tokens of varying lengths but also directly represents coordinates such as detection boxes and points using the actual size scale of the image, without performing traditional coordinate normalization. This allows the model to directly learn the scale of the images. In the temporal dimension, dynamic FPS (Frames Per Second) training and absolute time encoding have been introduced, aligning mRoPE ids directly with the speed of time. This enables the model to learn the pace of time through the intervals of temporal dimension ids.</p>
<ul>
<li><strong>More Concise and Efficient Visual Encoder</strong></li>
</ul>
<p>The visual encoder plays a crucial role in multimodal large models. We trained a native dynamic resolution ViT from scratch, including stages for CLIP, vision-language model alignment, and end-to-end training. To address the issue of load imbalance in ViT during the training and testing phases of multimodal large models, we introduced Window Attention to effectively reduce the computational load on the ViT side. In our ViT setup, only four layers are Full Attention layers, while the rest use Window Attention. The maximum window size is 8x8, and regions smaller than 8x8 do not require padding; instead, they retain their original scale, ensuring that the model maintains native resolution. Additionally, to simplify the overall network structure, we made the ViT architecture more consistent with LLMs by adopting RMSNorm and SwiGLU structures.</p>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="whats-next"><a data-card="" href="#whats-next" class="peer">What’s Next</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<p>In the near future, we will further enhance the model’s problem-solving and reasoning capabilities, while incorporating more modalities. This will make the model smarter and move us towards an integrated omni-model that can handle multiple types of input and tasks.</p></div></main><!--$--><!--/$--><script src="/_next/static/chunks/e83606e8fa9cc796.js" id="_R_" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,"1:\"$Sreact.fragment\"\n2:I[106,[\"/_next/static/chunks/59d0ad1b64f8544e.js\"],\"RootProvider\"]\n3:I[53113,[\"/_next/static/chunks/4d80e004cf4896dd.js\",\"/_next/static/chunks/350ee4303b732916.js\"],\"default\"]\n4:I[73211,[\"/_next/static/chunks/4d80e004cf4896dd.js\",\"/_next/static/chunks/350ee4303b732916.js\"],\"default\"]\n5:I[10086,[\"/_next/static/chunks/59d0ad1b64f8544e.js\",\"/_next/static/chunks/8de849ca74fc071f.js\",\"/_next/static/chunks/e62b91212ee7f8ff.js\",\"/_next/static/chunks/f19fe44237e54646.js\",\"/_next/static/chunks/cb0a883bafeb6805.js\"],\"\"]\n7:I[89923,[\"/_next/static/chunks/4d80e004cf4896dd.js\",\"/_next/static/chunks/350ee4303b732916.js\"],\"OutletBoundary\"]\n8:\"$Sreact.suspense\"\na:I[89923,[\"/_next/static/chunks/4d80e004cf4896dd.js\",\"/_next/static/chunks/350ee4303b732916.js\"],\"ViewportBoundary\"]\nc:I[89923,[\"/_next/static/chunks/4d80e004cf4896dd.js\",\"/_next/static/chunks/350ee4303b732916.js\"],\"MetadataBoundary\"]\ne:I[6998,[\"/_next/static/chunks/4d80e004cf4896dd.js\",\"/_next/static/chunks/350ee4303b732916.js\"],\"default\"]\n:HL[\"/_next/static/chunks/f2332aac77592f9d.css\",\"style\"]\n"])</script><script>self.__next_f.push([1,"0:{\"P\":null,\"b\":\"i-dnJM_MIpJSOCQWNJVMq\",\"c\":[\"\",\"blog\",\"qwen2.5-vl\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"blog\",{\"children\":[[\"slug\",\"qwen2.5-vl\",\"d\"],{\"children\":[\"__PAGE__\",{}]}]}]},\"$undefined\",\"$undefined\",true],[[\"$\",\"$1\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/f2332aac77592f9d.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/59d0ad1b64f8544e.js\",\"async\":true,\"nonce\":\"$undefined\"}]],[\"$\",\"html\",null,{\"lang\":\"en\",\"className\":\"dark\",\"suppressHydrationWarning\":true,\"children\":[\"$\",\"body\",null,{\"className\":\"antialiased\",\"children\":[\"$\",\"$L2\",null,{\"children\":[\"$\",\"$L3\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$undefined\",\"errorStyles\":\"$undefined\",\"errorScripts\":\"$undefined\",\"template\":[\"$\",\"$L4\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"main\",null,{\"className\":\"flex min-h-screen flex-col items-center justify-center px-4 text-center\",\"children\":[[\"$\",\"div\",null,{\"className\":\"mb-8 opacity-20\",\"children\":[\"$\",\"svg\",null,{\"width\":\"120\",\"height\":\"120\",\"viewBox\":\"0 0 120 120\",\"fill\":\"none\",\"aria-hidden\":\"true\",\"children\":[\"$\",\"circle\",null,{\"cx\":\"60\",\"cy\":\"60\",\"r\":\"50\",\"stroke\":\"currentColor\",\"strokeWidth\":\"3\",\"strokeLinecap\":\"round\",\"strokeDasharray\":\"280 40\"}]}]}],[\"$\",\"p\",null,{\"className\":\"text-xs font-mono uppercase tracking-[0.3em] text-fd-muted-foreground mb-4\",\"children\":\"404\"}],[\"$\",\"h1\",null,{\"className\":\"text-3xl font-semibold mb-3\",\"children\":\"Page not found\"}],[\"$\",\"p\",null,{\"className\":\"text-fd-muted-foreground max-w-sm mb-10\",\"children\":\"This page doesn't exist, or it may have moved. 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It not only includes plants, animals, landmarks of famous mountains and rivers, but also IPs from film and TV series, as well as a wide variety of products.\"}]\n17:[\"$\",\"p\",null,{\"children\":\"Example: Attractions Identification Next\"}]\n18:[\"$\",\"p\",null,{\"children\":\"User\"}]\n19:[\"$\",\"p\",null,{\"children\":\"Wh"])</script><script>self.__next_f.push([1,"at are these attractions? 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Please give their names in Chinese and English.\"}]\n20:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\n21:[\"$\",\"p\",null,{\"children\":\"These birds are: Top Left: 红翅黑鹂 (Red-winged Blackbird) Top Right: 蓝翅八色鸫 (Blue-winged Pitta) Bottom Left: 小斑鸬鹚 (Little Pied Cormorant) Bottom Right: 金头扇尾莺 (Golden-headed Cisticola)\"}]\n22:[\"$\",\"p\",null,{\"children\":\"Example: Cars Identification Next\"}]\n23:[\"$\",\"p\",null,{\"children\":\"User\"}]\n24:[\"$\",\"p\",null,{\"children\":\"What are these cars? Please give their names in Chinese and English.\"}]\n25:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\n26:[\"$\",\"p\",null,{\"children\":\"这些车分别是:\"}]\n27:[\"$\",\"ol\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":\"左上角:劳斯莱斯(Rolls-Royce)\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"右上角:梅赛德斯-奔驰GLE(Mercedes-Benz GLE)\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"左下角:法拉利Portofino M(Ferrari Portofino M)\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"右下角:保时捷911(Porsche 911)\"}],\"\\n\"]}]\n28:[\"$\",\"p\",null,{\"children\":\"Example: Celebrity Recognition Next\"}]\n29:[\"$\",\"p\",null,{\"children\":\"User\"}]\n2a:[\"$\",\"p\",null,{\"children\":\"Who are these in this picture? Please give their names in Chinese and English.\"}]\n2b:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\n2c:[\"$\",\"p\",null,{\"children\":\"这张图片中的四位名人分别是:\"}]\n2d:[\"$\",\"ol\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":\"左上角:迈克尔·杰克逊(Michael Jackson)\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"右上角:迈克尔·乔丹(Michael Jordan)\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"左下角:成龙(Jackie Chan)\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"右下角:唐纳德·特朗普(Donald Trump)\"}],\"\\n\"]}]\n2e:[\"$\",\"p\",null,{\"children\":\"Example: Foods Identification Next\"}]\n2f:[\"$\",\"p\",null,{\"children\":\"User\"}]\n30:[\"$\",\"p\",null,{\"children\":\"What are these foots? Please give their names in Chinese and English.\"}]\n31:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\n32:[\"$\",\"p\",null,{\"children\":\"Sure! 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The package should indeed be delivered to this location.\"}]\n7e:[\"$\",\"p\",null,{\"children\":\"Example: Key Information Extraction Next\"}]\n7f:[\"$\",\"p\",null,{\"children\":\"User\"}]\n80:[\"$\","])</script><script>self.__next_f.push([1,"\"p\",null,{\"children\":\"本月人工费花费多少\"}]\n81:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\n82:[\"$\",\"p\",null,{\"children\":\"根据表格中的数据,2006年6月30日的“本月合计”行显示了当月的各项费用。其中,“人工费”列的数值为45,560元。\"}]\n83:[\"$\",\"p\",null,{\"children\":\"因此,本月的人工费花费为45,560元。\"}]\n84:[\"$\",\"p\",null,{\"children\":\"User\"}]\n85:[\"$\",\"p\",null,{\"children\":\"材料费分别用在了哪些方面\"}]\n86:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\n87:[\"$\",\"p\",null,{\"children\":\"根据提供的表格,材料费分别用在了以下几个方面:\"}]\n88:[\"$\",\"ol\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":[[\"$\",\"strong\",null,{\"children\":\"耗用主要材料\"}],\" :金额为114,240元。\"]}],\"\\n\",[\"$\",\"li\",null,{\"children\":[[\"$\",\"strong\",null,{\"children\":\"耗用结构件\"}],\" :金额为138,350元。\"]}],\"\\n\",[\"$\",\"li\",null,{\"children\":[[\"$\",\"strong\",null,{\"children\":\"耗用其他材料\"}],\" :金额为14,160元。\"]}],\"\\n\",[\"$\",\"li\",null,{\"children\":[[\"$\",\"strong\",null,{\"children\":\"摊销周转材料\"}],\" :金额为7,130元。\"]}],\"\\n\"]}]\n89:[\"$\",\"p\",null,{\"children\":\"这些费用合计为: [ 114,240 + 138,350 + 14,160 + 7,130 = 273,880 元 ]\"}]\n8a:[\"$\",\"p\",null,{\"children\":\"这与“本月合计”中的材料费273,880元一致。\"}]\n8b:[\"$\",\"h3\",null,{\"className\":\"flex scroll-m-28 flex-row items-center gap-2\",\"id\":\"4-powerful-document-parsing\",\"children\":[[\"$\",\"a\",null,{\"data-card\":\"\",\"href\":\"#4-powerful-document-parsing\",\"className\":\"peer\",\"children\":\"4. 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scroll-m-28 flex-row items-center gap-2\",\"id\":\"5-enhanced-video-comprehension-ability\",\"children\":[[\"$\",\"a\",null,{\"data-card\":\"\",\"href\":\"#5-enhanced-video-comprehension-ability\",\"className\":\"peer\",\"children\":\"5. 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As a result, the model can not only support the understanding of ultra-long videos on an hourly scale but also achieve second-level event localization. It is capable of accurately comprehending content from long videos spanning hours, searching for specific events within videos, and summarizing key points from different time segments. This allows users to quickly and efficiently extract crucial information embedded in the videos.\"}]\na3:[\"$\",\"p\",null,{\"children\":\"Example: Information Extraction from Videos Next\"}]\na4:[\"$\",\"p\",null,{\"children\":\"User\"}]\na5:[\"$\",\"p\",null,{\"children\":\"Watch the video and list the paper titles in a table.\"}]\na6:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\na7:[\"$\",\"p\",null,{\"children\":\"Here is a table listing the paper titles from the video:\"}]\na8:[\"$\",\"h2\",null,{\"className\":\"flex scroll-m-28 flex-row items-center gap-2\",\"id\":\"paper-title\",\"children\":[[\"$\",\"a\",null,{\"data-card\":\"\",\"href\":\"#paper-title\",\"className\":\"peer\",\"children\":\"Paper Title\"}],[\"$\",\"svg\",null,{\"ref\":\"$undefined\",\"xmlns\":\"http://www.w3.org/2000/svg\",\"width\":24,\"height\":24,\"viewBox\":\"0 0 24 24\",\"fill\":\"none\",\"stroke\":\"currentColor\",\"strokeWidth\":2,\"strokeLinecap\":\"round\",\"strokeLinejoin\":\"round\",\"className\":\"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100\",\"aria-hidden\":true,\"children\":[[\"$\",\"path\",\"1cjeqo\",{\"d\":\"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71\"}],[\"$\",\"path\",\"19qd67\",{\"d\":\"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71\"}],\"$undefined\"]}]]}]\na9:[\"$\",\"p\",null,{\"children\":[\"A New Sequential Prediction Framework with Spatial-temporal Embedding\",[\"$\",\"br\",null,{}],\"\\nNeW CRFs: Neural Window Fully-connected CRFs for Monocular Depth Estimation\",[\"$\",\"br\",null,{}],\"\\nDeep Unified Representation for Heterogeneous Recommendation\",[\"$\",\"br\",null,{}],\"\\nOFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework\",[\"$\",\"br\",null,{}],\"\\nKoMen: Domain Knowledge Guided Interaction Recommendation for Emerging Scenarios Yiqing Xie\",[\"$\",\"br\",null,{}],\"\\nVision-Language Pre-Training for Boosting Scene Text Detectors\"]}]\naa:[\"$\",\"p\",null,{\"children\":\"Example: Video Reasoning Next\"}]\nab:[\"$\",\"p\",null,{\"children\":\"User\"}]\nac:[\"$\",\"p\",null,{\"children\":\"图中物体是什么,请详细地分析一下\"}]\nad:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\nae:[\"$\",\"p\",null,{\"children\":\"图中的物体是一个中国传统的舞狮道具,具体来说是一个小型的、可能是用于装饰或儿童玩具的舞狮头。这个舞狮头主要是红色的,象征着喜庆和好运,在中国文化中,红色被认为是一种能够驱邪避凶的颜色。它的设计非常生动,具有夸张的表情和张开的大嘴,露出白色的牙齿和红色的舌头,这些都是为了在表演时能够吸引观众的注意力,并传达出一种威猛和活力的感觉。\"}]\naf:[\"$\",\"p\",null,{\"children\":\"这个舞狮头通过几根"])</script><script>self.__next_f.push([1,"细线悬挂起来,表明它可能是一个可以操控的玩偶或者装饰品。在实际的舞狮表演中,通常会有两个人穿着这样的狮子服装进行舞蹈,一个人控制头部,另一个人控制身体和尾巴部分,通过他们的协调动作来模拟狮子的各种姿态和行为。\"}]\nb0:[\"$\",\"p\",null,{\"children\":\"背景中可以看到一些家居装饰品,如花瓶和植物,这表明这个场景可能是在一个家庭环境中拍摄的。整体来看,这个舞狮头不仅是一件具有文化意义的物品,也是一个充满趣味和艺术价值的装饰品。\"}]\nb1:[\"$\",\"p\",null,{\"children\":\"Example: Long Video Understanding Next\"}]\nb2:[\"$\",\"p\",null,{\"children\":\"User\"}]\nb3:[\"$\",\"p\",null,{\"children\":\"Could you provide a comprehensive overview of the competition’s progress?\"}]\nb4:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\nb5:[\"$\",\"p\",null,{\"children\":\"The video captures an intense and highly competitive tennis match between Venus Williams and Serena Williams, two renowned professional tennis players, during the Australian Open in Melbourne. The match is set on a vibrant blue hard court, with the iconic “Melbourne” branding prominently displayed. The atmosphere is electric, with a packed stadium filled with enthusiastic spectators, many of whom are dressed in blue, adding to the visual spectacle.\"}]\nb6:[\"$\",\"h3\",null,{\"className\":\"flex scroll-m-28 flex-row items-center gap-2\",\"id\":\"match-progress\",\"children\":[[\"$\",\"a\",null,{\"data-card\":\"\",\"href\":\"#match-progress\",\"className\":\"peer\",\"children\":\"Match Progress:\"}],[\"$\",\"svg\",null,{\"ref\":\"$undefined\",\"xmlns\":\"http://www.w3.org/2000/svg\",\"width\":24,\"height\":24,\"viewBox\":\"0 0 24 24\",\"fill\":\"none\",\"stroke\":\"currentColor\",\"strokeWidth\":2,\"strokeLinecap\":\"round\",\"strokeLinejoin\":\"round\",\"className\":\"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100\",\"aria-hidden\":true,\"children\":[[\"$\",\"path\",\"1cjeqo\",{\"d\":\"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71\"}],[\"$\",\"path\",\"19qd67\",{\"d\":\"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71\"}],\"$undefined\"]}]]}]\n"])</script><script>self.__next_f.push([1,"b7:[\"$\",\"ol\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":[\"\\n\",[\"$\",\"p\",null,{\"children\":[\"$\",\"strong\",null,{\"children\":\"Initial Stages:\"}]}],\"\\n\",[\"$\",\"ul\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":\"The match begins with both players demonstrating their powerful serves and precise returns. The scoreboard shows the game progressing closely, with both sisters showing their competitive spirit.\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"Venus Williams starts strong, securing a few early points with her aggressive play and strategic shots. Her focus and determination are evident as she moves swiftly across the court.\"}],\"\\n\"]}],\"\\n\"]}],\"\\n\",[\"$\",\"li\",null,{\"children\":[\"\\n\",[\"$\",\"p\",null,{\"children\":[\"$\",\"strong\",null,{\"children\":\"Mid-Game Dynamics:\"}]}],\"\\n\",[\"$\",\"ul\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":\"As the match progresses, Serena Williams begins to assert her dominance. She showcases her signature power and agility, hitting deep groundstrokes and executing well-placed volleys.\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"The rally between the two becomes increasingly intense, with extended exchanges that highlight their exceptional athleticism and skill. 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The crowd’s reaction underscores the brilliance of the shot.\"}],\"\\n\"]}],\"\\n\"]}],\"\\n\",[\"$\",\"li\",null,{\"children\":[\"\\n\",[\"$\",\"p\",null,{\"children\":[\"$\",\"strong\",null,{\"children\":\"Later Stages:\"}]}],\"\\n\",[\"$\",\"ul\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":\"The match continues with both players maintaining their high level of performance. The scoreboard reflects a close contest, with neither player gaining a substantial lead.\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"Venus Williams demonstrates her resilience, fighting back from behind and keeping the pressure on Serena. Her ability to adapt and change tactics keeps the match unpredictable.\"}],\"\\n\"]}],\"\\n\"]}],\"\\n\",[\"$\",\"li\",null,{\"children\":[\"\\n\",[\"$\",\"p\",null,{\"children\":[\"$\",\"strong\",null,{\"children\":\"Final Stages:\"}]}],\"\\n\",[\"$\",\"ul\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":\"As the match nears its conclusion, the tension builds. Both players are visibly fatigued but remain committed to giving their best effort.\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"In a crucial moment, Serena Williams secures a break point and capitalizes on it, taking the lead. Her composure and experience shine through as she manages to maintain this advantage.\"}],\"\\n\",[\"$\",\"li\",null,{\"children\":\"The final points are fiercely contested, with both players pushing themselves to the limit. Ultimately, Serena Williams prevails, clinching the match with a decisive shot.\"}],\"\\n\"]}],\"\\n\"]}],\"\\n\"]}]\n"])</script><script>self.__next_f.push([1,"b8:[\"$\",\"h3\",null,{\"className\":\"flex scroll-m-28 flex-row items-center gap-2\",\"id\":\"audience-and-atmosphere\",\"children\":[[\"$\",\"a\",null,{\"data-card\":\"\",\"href\":\"#audience-and-atmosphere\",\"className\":\"peer\",\"children\":\"Audience and Atmosphere:\"}],[\"$\",\"svg\",null,{\"ref\":\"$undefined\",\"xmlns\":\"http://www.w3.org/2000/svg\",\"width\":24,\"height\":24,\"viewBox\":\"0 0 24 24\",\"fill\":\"none\",\"stroke\":\"currentColor\",\"strokeWidth\":2,\"strokeLinecap\":\"round\",\"strokeLinejoin\":\"round\",\"className\":\"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100\",\"aria-hidden\":true,\"children\":[[\"$\",\"path\",\"1cjeqo\",{\"d\":\"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71\"}],[\"$\",\"path\",\"19qd67\",{\"d\":\"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71\"}],\"$undefined\"]}]]}]\nb9:[\"$\",\"ul\",null,{\"children\":[\"\\n\",[\"$\",\"li\",null,{\"children\":\"The crowd plays a significant role throughout the match, providing constant support and encouragement. 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It showcases not only their individual skills but also the deep connection and mutual respect they share as siblings. The match concludes with Serena Williams emerging victorious, but the true winner is the sport of tennis, which benefits from such high-caliber performances. The audience leaves the stadium with lasting memories of an unforgettable encounter.\"}]\nbc:[\"$\",\"p\",null,{\"children\":\"Example: Live chat Next\"}]\nbd:[\"$\",\"p\",null,{\"children\":\"Live chat\"}]\nbe:[\"$\",\"p\",null,{\"children\":\"Example: Temporal Video Grounding Next\"}]\nbf:[\"$\",\"p\",null,{\"children\":\"User\"}]\nc0:[\"$\",\"p\",null,{\"children\":\"Give the query: ’the user is experiencing the image generation feature’, when does the described content occur in the video? Use seconds for time format.\"}]\nc1:[\"$\",\"p\",null,{\"children\":\"zen-VL\"}]\nc2:[\"$\",\"p\",null,{\"children\":\"The described content occurs from 28 seconds to 50 seconds in the video. 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