基本信息
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Bio
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.
Research Interests
Papers共 23 篇Author StatisticsCo-AuthorSimilar Experts
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Tianyue Ou,Frank F. Xu,Aman Madaan, Jiarui Liu,Robert Lo,Abishek Sridhar, Sudipta Sengupta,Dan Roth,Graham Neubig,Shuyan Zhou
CoRR (2024)
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Yichen Pan, Dehan Kong, Sida Zhou, Cheng Cui, Yifei Leng, Bing Jiang, Hangyu Liu, Yanyi Shang,Shuyan Zhou,Tongshuang Wu, Zhengyang Wu
CoRR (2024)
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arxiv(2024)
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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
arXiv (Cornell University) (2024): 881-905
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,Shuyan Zhou,Silvio Savarese,Caiming Xiong,Victor Zhong,Tao Yu
arXiv (Cornell University) (2024)
17TH CONFERENCE OF THE EUROPEAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, EACL 2023pp.415-431, (2023)
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Author Statistics
#Papers: 23
#Citation: 1031
H-Index: 11
G-Index: 23
Sociability: 4
Diversity: 0
Activity: 1
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