研究
有关技术细节,请查阅我们的技术报告和研究论文。
- AutoGen: 通过多智能体对话框架实现下一代LLM应用。Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Shaokun Zhang, Erkang Zhu, Beibin Li, Li Jiang, Xiaoyun Zhang和Chi Wang。ArXiv 2023。
@inproceedings{wu2023autogen,
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 Shaokun Zhang and Erkang Zhu and Beibin Li and Li Jiang and Xiaoyun Zhang and Chi Wang},
year={2023},
eprint={2308.08155},
archivePrefix={arXiv},
primaryClass={cs.AI}
}
- 大型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解决具有挑战性的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预印本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: 更经济、更准确地使用LLM助手。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},
}
- 朝着更好的人机对齐:评估LLM驱动应用中的任务效用。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={朝着更好的人机对齐:评估LLM驱动应用中的任务效用},
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}
}
- 无需修改语言模型的训练语言模型代理. 张少坤,张洁宇,刘佳乐,宋林鑫,王驰,Ranjay Krishna,吴庆云。ICML'24。
@misc{zhang2024agentoptimizer,
title={无需修改语言模型的训练语言模型代理},
author={张少坤 and 张洁宇 and 刘佳乐 and 宋林鑫 and 王驰 and Ranjay Krishna and 吴庆云},
year={2024},
booktitle={ICML'24},
}
- AutoDefense: 防范越狱攻击的多代理LLM防御. 曾一帆,吴一然,张晓,王华政,吴庆云。ArXiv预印本 arXiv:2403.04783 (2024).
@misc{zeng2024autodefense,
title={AutoDefense: 防范越狱攻击的多代理LLM防御},
author={曾一帆 and 吴一然 and 张晓 and 王华政 and 吴庆云},
year={2024},
eprint={2403.04783},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
- StateFlow: 通过状态驱动的工作流增强LLM任务求解. 吴一然,岳天威,张少坤,王驰,吴庆云。ArXiv预印本 arXiv:2403.11322 (2024).
@misc{wu2024stateflow,
title={StateFlow: 通过状态驱动的工作流增强LLM任务求解},
author={吴一然 and 岳天威 and 张少坤 and 王驰 and 吴庆云},
year={2024},
eprint={2403.11322},
archivePrefix={arXiv},
primaryClass={cs.CL}
}