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Kai: typed decisions under deterministic policy, and its results against public benchmarks
2026-10-22 10:20:06 -07:00

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BibTeX

@misc{openrouterdecisions,
author = {{OpenRouter}},
title = {Decisions {API} (alpha): \texttt{POST /api/alpha/decisions}},
howpublished = {\url{https://openrouter.ai}},
year = {2026},
note = {Accessed 2026-09-24}
}
@misc{laya,
author = {{Convai Innovations}},
title = {Laya: a multilingual, non-autoregressive decision engine},
howpublished = {\url{https://huggingface.co/convaiinnovations/laya}},
year = {2026},
note = {Version 0.3.20, Apache-2.0}
}
@inproceedings{zhang2015agnews,
author = {Zhang, Xiang and Zhao, Junbo and LeCun, Yann},
title = {Character-level Convolutional Networks for Text Classification},
booktitle = {Advances in Neural Information Processing Systems},
year = {2015}
}
@inproceedings{saravia2018carer,
author = {Saravia, Elvis and Liu, Hsien-Chi Toby and Huang, Yen-Hao and Wu, Junlin and Chen, Yi-Shin},
title = {{CARER}: Contextualized Affect Representations for Emotion Recognition},
booktitle = {Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing},
year = {2018}
}
@inproceedings{casanueva2020banking77,
author = {Casanueva, I{\~n}igo and Tem{\v{c}}inas, Tadas and Gerz, Daniela and Henderson, Matthew and Vuli{\'c}, Ivan},
title = {Efficient Intent Detection with Dual Sentence Encoders},
booktitle = {Proceedings of the 2nd Workshop on Natural Language Processing for Conversational {AI}},
year = {2020}
}
@inproceedings{larson2019clinc,
author = {Larson, Stefan and Mahendran, Anish and Peper, Joseph J. and Clarke, Christopher and Lee, Andrew and Hill, Parker and Kummerfeld, Jonathan K. and Leach, Kevin and Laurenzano, Michael A. and Tang, Lingjia and Mars, Jason},
title = {An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction},
booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing},
year = {2019}
}
@inproceedings{lin2023toxicchat,
author = {Lin, Zi and Wang, Zihan and Tong, Yongqi and Wang, Yangkun and Guo, Yuxin and Wang, Yujia and Shang, Jingbo},
title = {{ToxicChat}: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-{AI} Conversation},
booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2023},
year = {2023}
}
@inproceedings{fitzgerald2023massive,
author = {FitzGerald, Jack and Hench, Christopher and Peris, Charith and others},
title = {{MASSIVE}: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages},
booktitle = {Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics},
year = {2023}
}
@inproceedings{deng2023mind2web,
author = {Deng, Xiang and Gu, Yu and Zheng, Boyuan and Chen, Shijie and Stevens, Samuel and Wang, Boshi and Sun, Huan and Su, Yu},
title = {{Mind2Web}: Towards a Generalist Agent for the Web},
booktitle = {Advances in Neural Information Processing Systems},
year = {2023}
}
@inproceedings{zhan2024injecagent,
author = {Zhan, Qiusi and Liang, Zhixiang and Ying, Zifan and Kang, Daniel},
title = {{InjecAgent}: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model Agents},
booktitle = {Findings of the Association for Computational Linguistics: ACL 2024},
year = {2024}
}