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 22 篇Author StatisticsCo-AuthorSimilar Experts
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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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Jing Yu Koh,Robert Lo, Lawrence Jang, Vikram Duvvur, Ming Chong Lim, Po-Yu Huang,Graham Neubig,Shuyan Zhou, Ruslan Salakhutdinov,Daniel Fried
Annual Meeting of the Association for Computational Linguisticspp.881-905, (2024)
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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,
CoRR (2024)
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arXiv (Cornell University) (2023): 13921-13937
Conference on Empirical Methods in Natural Language Processing (2023): 1271-1290
CoRR (2023): 10217-10244
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5
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17TH CONFERENCE OF THE EUROPEAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, EACL 2023pp.415-431, (2023)
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CoRRpp.415-431, (2023)
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Author Statistics
#Papers: 20
#Citation: 940
H-Index: 11
G-Index: 15
Sociability: 4
Diversity: 1
Activity: 24
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