基本信息
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个人简介
I work on building autonomous agents that could understand high-level language commands. My goal is to create AI agents that would free human beings from tedious tasks and aid them in better decision makings.
We proposed an intuitive formalism for representing procedures as programs and subsequently applied this concept to broader tasks with large language models (PaL, CoCoGen). We built the first large-scale hierarchical procedural knowledge base. To learn from the knowledge base and generate new and previously unseen procedures, we designed DocPrompting that reads the relevant documentation before taking actions. With the belief of “what I don’t measure, I can’t improve”, we built WebArena, a realistic and reproducible environment for building and evaluating autonomous agents that are guided by high-level natural language commands.
We proposed an intuitive formalism for representing procedures as programs and subsequently applied this concept to broader tasks with large language models (PaL, CoCoGen). We built the first large-scale hierarchical procedural knowledge base. To learn from the knowledge base and generate new and previously unseen procedures, we designed DocPrompting that reads the relevant documentation before taking actions. With the belief of “what I don’t measure, I can’t improve”, we built WebArena, a realistic and reproducible environment for building and evaluating autonomous agents that are guided by high-level natural language commands.
研究兴趣
论文共 20 篇作者统计合作学者相似作者
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Jing Yu Koh,Robert Lo, Lawrence Jang, Vikram Duvvur, Ming Chong Lim, Po-Yu Huang,Graham Neubig,Shuyan Zhou,Ruslan Salakhutdinov,Daniel Fried
CoRR (2024)
引用0浏览0EI引用
0
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Tianbao Xie, Danyang Zhang, Jixuan Chen, Xiaochuan Li, Siheng Zhao, Ruisheng Cao, Toh Jing Hua,Zhoujun Cheng, Dongchan Shin, Fangyu Lei,Yitao Liu,Yiheng Xu,
arxiv(2024)
引用0浏览0引用
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arxiv(2023)
引用11浏览0EI引用
11
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arxiv(2023)
CoRR (2023): 10217-10244
引用5浏览0EI引用
5
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arxiv(2023)
引用35浏览0EI引用
35
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D-Core
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