研究
有关技术细节，请查看我们的技术报告和研究出版物。
@inproceedings{dibia2024studio,
title={AutoGen Studio: A No-Code Developer Tool for Building and Debugging Multi-Agent Systems},
author={Victor Dibia and Jingya Chen and Gagan Bansal and Suff Syed and Adam Fourney and Erkang (Eric) Zhu and Chi Wang and Saleema Amershi},
year={2024},
booktitle={Pre-Print}
}
@inproceedings{wu2024autogen,
title={AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework},
author={Qingyun Wu and Gagan Bansal and Jieyu Zhang and Yiran Wu and Beibin Li and Erkang Zhu and Li Jiang and Xiaoyun Zhang and Shaokun Zhang and Jiale Liu and Ahmed Hassan Awadallah and Ryen W White and Doug Burger and Chi Wang},
year={2024},
booktitle={COLM}
}
- 大语言模型生成推理的成本效益超参数优化. Chi Wang, Susan Xueqing Liu, Ahmed H. Awadallah. AutoML'23.
@inproceedings{wang2023EcoOptiGen,
title={Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference},
author={Chi Wang and Susan Xueqing Liu and Ahmed H. Awadallah},
year={2023},
booktitle={AutoML'23},
}
- 使用GPT-4解决复杂数学问题的实证研究. Yiran Wu, Feiran Jia, Shaokun Zhang, Hangyu Li, Erkang Zhu, Yue Wang, Yin Tat Lee, Richard Peng, Qingyun Wu, Chi Wang. ArXiv preprint arXiv:2306.01337 (2023).
@inproceedings{wu2023empirical,
title={An Empirical Study on Challenging Math Problem Solving with GPT-4},
author={Yiran Wu and Feiran Jia and Shaokun Zhang and Hangyu Li and Erkang Zhu and Yue Wang and Yin Tat Lee and Richard Peng and Qingyun Wu and Chi Wang},
year={2023},
booktitle={ArXiv preprint arXiv:2306.01337},
}
- EcoAssistant: 使用LLM助手更经济和准确. Jieyu Zhang, Ranjay Krishna, Ahmed H. Awadallah, Chi Wang. ArXiv预印本 arXiv:2310.03046 (2023).
@inproceedings{zhang2023ecoassistant,
title={EcoAssistant: Using LLM Assistant More Affordably and Accurately},
author={Zhang, Jieyu and Krishna, Ranjay and Awadallah, Ahmed H and Wang, Chi},
year={2023},
booktitle={ArXiv preprint arXiv:2310.03046},
}
- 迈向更好的人机对齐：LLM驱动应用中的任务效用评估. Negar Arabzadeh, Julia Kiseleva, Qingyun Wu, Chi Wang, Ahmed Awadallah, Victor Dibia, Adam Fourney, Charles Clarke. ArXiv预印本 arXiv:2402.09015 (2024).
@misc{Kiseleva2024agenteval,
title={Towards better Human-Agent Alignment: Assessing Task Utility in LLM-Powered Applications},
author={Negar Arabzadeh and Julia Kiseleva and Qingyun Wu and Chi Wang and Ahmed Awadallah and Victor Dibia and Adam Fourney and Charles Clarke},
year={2024},
eprint={2402.09015},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
- 在不修改语言模型的情况下训练语言模型代理. Shaokun Zhang, Jieyu Zhang, Jiale Liu, Linxin Song, Chi Wang, Ranjay Krishna, Qingyun Wu. ICML'24.
@misc{zhang2024agentoptimizer,
title={Training Language Model Agents without Modifying Language Models},
author={Shaokun Zhang and Jieyu Zhang and Jiale Liu and Linxin Song and Chi Wang and Ranjay Krishna and Qingyun Wu},
year={2024},
booktitle={ICML'24},
}
- AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks. Yifan Zeng, Yiran Wu, Xiao Zhang, Huazheng Wang, Qingyun Wu. ArXiv 预印本 arXiv:2403.04783 (2024).
@misc{zeng2024autodefense,
title={AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks},
author={Yifan Zeng and Yiran Wu and Xiao Zhang and Huazheng Wang and Qingyun Wu},
year={2024},
eprint={2403.04783},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
- StateFlow: 通过状态驱动的工作流程增强LLM任务解决能力. Yiran Wu, Tianwei Yue, Shaokun Zhang, Chi Wang, Qingyun Wu. ArXiv 预印本 arXiv:2403.11322 (2024).
@misc{wu2024stateflow,
title={StateFlow: Enhancing LLM Task-Solving through State-Driven Workflows},
author={Yiran Wu and Tianwei Yue and Shaokun Zhang and Chi Wang and Qingyun Wu},
year={2024},
eprint={2403.11322},
archivePrefix={arXiv},
primaryClass={cs.CL}
}