Files
zeekay 54787245f2 Initial commit: Zen LM documentation site with fumadocs
- Fumadocs-based documentation similar to Lux consensus
- 14 model documentation pages
- Papers index with links to PDFs
- Zen LM logo and branding
- Dark mode support
- GitHub Pages deployment workflow
2025-11-13 10:10:34 -08:00

75 lines
5.4 KiB
TeX
Raw Permalink Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
\relax
\providecommand\hyper@newdestlabel[2]{}
\providecommand\HyField@AuxAddToFields[1]{}
\providecommand\HyField@AuxAddToCoFields[2]{}
\citation{deepseek2024}
\citation{qwen2024}
\@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{1}{section.1}\protected@file@percent }
\citation{mikolov2013efficient}
\citation{radford2021learning}
\citation{hinton2015distilling}
\citation{training_free_grpo2024}
\@writefile{toc}{\contentsline {subsection}{\numberline {1.1}The Alignment Problem}{2}{subsection.1.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {1.2}Our Contribution}{2}{subsection.1.2}\protected@file@percent }
\citation{qwen2024}
\@writefile{toc}{\contentsline {section}{\numberline {2}Background}{3}{section.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.1}Decentralized Semantic Optimization}{3}{subsection.2.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.2}Qwen3-Embedding-8B}{3}{subsection.2.2}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {3}Method}{4}{section.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Architecture}{4}{subsection.3.1}\protected@file@percent }
\@writefile{loa}{\contentsline {algorithm}{\numberline {1}{\ignorespaces Zen-Reranker Projection Head}}{4}{algorithm.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Three-Stage Training}{5}{subsection.3.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.2.1}Stage 1: Projection Expansion}{5}{subsubsection.3.2.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.2.2}Stage 2: Reranking Fine-tuning}{5}{subsubsection.3.2.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.2.3}Stage 3: DSO Optimization}{6}{subsubsection.3.2.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Total Training Cost}{6}{subsection.3.3}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces Training cost breakdown (8× H100 at \$25/GPU-hour)}}{7}{table.1}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {4}Experiments}{7}{section.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Experimental Setup}{7}{subsection.4.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2}MTEB Results}{7}{subsection.4.2}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {2}{\ignorespaces MTEB benchmark results. Zen-Reranker achieves +0.6 points over base model.}}{7}{table.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.3}DSO Retrieval Accuracy}{8}{subsection.4.3}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {3}{\ignorespaces Cross-model retrieval performance. Native dimension eliminates alignment errors.}}{8}{table.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.4}Compression Efficiency}{8}{subsection.4.4}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {4}{\ignorespaces BitDelta compression ratios. Stage 3 training optimizes for low $\Delta e$ variance.}}{8}{table.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.5}Byzantine Robustness}{9}{subsection.4.5}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {5}{\ignorespaces Byzantine robustness. Median aggregation maintains 97\% of clean performance.}}{9}{table.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {5}Discussion}{9}{section.5}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Why Native Dimension Matters}{9}{subsection.5.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Scaling to Other Dimensions}{9}{subsection.5.2}\protected@file@percent }
\citation{devlin2018bert}
\citation{reimers2019sentence}
\citation{wang2022text}
\citation{xiao2023c}
\citation{qwen2024}
\citation{radford2021learning}
\citation{jia2021scaling}
\citation{mikolov2013efficient}
\citation{han2015learning}
\citation{jacob2018quantization}
\citation{bitdelta2024}
\citation{mcmahan2017communication}
\citation{blanchard2017machine}
\citation{training_free_grpo2024}
\@writefile{lot}{\contentsline {table}{\numberline {6}{\ignorespaces Dimension choice analysis. 7680 balances DeepSeek and Qwen compatibility.}}{10}{table.6}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Future Work}{10}{subsection.5.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {6}Related Work}{10}{section.6}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {7}Conclusion}{10}{section.7}\protected@file@percent }
\bibcite{deepseek2024}{1}
\bibcite{qwen2024}{2}
\bibcite{mikolov2013efficient}{3}
\bibcite{radford2021learning}{4}
\bibcite{hinton2015distilling}{5}
\bibcite{training_free_grpo2024}{6}
\bibcite{devlin2018bert}{7}
\bibcite{reimers2019sentence}{8}
\bibcite{wang2022text}{9}
\bibcite{xiao2023c}{10}
\bibcite{jia2021scaling}{11}
\bibcite{han2015learning}{12}
\bibcite{jacob2018quantization}{13}
\bibcite{bitdelta2024}{14}
\bibcite{mcmahan2017communication}{15}
\bibcite{blanchard2017machine}{16}
\gdef \@abspage@last{12}