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Web agents powered by Large Language Models (LLMs) have demonstrated remarkable abilities in planning and executing multi-step interactions within complex web-based environments, fulfilling a wide range of web navigation tasks.
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TAT-QA: A question answering benchmark on a hybrid of tabular and textual content in finance
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Scaling instruction-finetuned language models
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PACIFIC: towards proactive conversational question answering over tabular and textual data in finance
Yang Deng, Wenqiang Lei, Wenxuan Zhang, Wai Lam, and Tat-Seng Chua. 2022 · 2022
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MMCoQA: Conversational question answering over text, tables, and images
Yongqi Li, Wenjie Li, and Liqiang Nie. 2022 · 2022
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HybriDialogue: An information-seeking dialogue dataset grounded on tabular and textual data
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Webshop: Towards scalable real-world web interaction with grounded language agents
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Context aware query rewriting for text rankers using LLM
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Educhat: A large-scale language model-based chatbot system for intelligent education
Yuhao Dan, Zhikai Lei, Yiyang Gu, Yong Li, Jianghao Yin, Jiaju Lin, Linhao Ye, Zhiyan Tie, Yougen Zhou, Yilei Wang, Aimin Zhou, Ze Zhou, Qin Chen, Jie Zhou, Liang He, and Xipeng Qiu. 2023 · 2023
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Mind2web: Towards a generalist agent for the web
Xiang Deng, Yu Gu, Boyuan Zheng, Shijie Chen, Samuel Stevens, Boshi Wang, Huan Sun, and Yu Su. 2023 · 2023
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Large language models as zero-shot conversational recommenders
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Openagents: An open platform for language agents in the wild
Tianbao Xie, Fan Zhou, Zhoujun Cheng, Peng Shi, Luoxuan Weng, Yitao Liu, Toh Jing Hua, Junning Zhao, Qian Liu, Che Liu, Leo Z. Liu, Yiheng Xu, Hongjin Su, Dongchan Shin, Caiming Xiong, and Tao Yu. 2023 · 2023
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Lianmin Zheng, Wei-Lin Chiang, Ying Sheng, Siyuan Zhuang, Zhanghao Wu, Yonghao Zhuang, Zi Lin, Zhuohan Li, Dacheng Li, Eric P. Xing, Hao Zhang, Joseph E. Gonzalez, and Ion Stoica. 2023a · 2023
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Self-rag: Learning to retrieve, generate, and critique through self-reflection
Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, and Hannaneh Hajishirzi. 2024 · 2024
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Plug-and-play policy planner for large language model powered dialogue agents
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A real-world webagent with planning, long context understanding, and program synthesis
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Language models can solve computer tasks
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Kwaiagents: Generalized information-seeking agent system with large language models
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A survey on large language model based autonomous agents
Lei Wang, Chen Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai Tang, Xu Chen, Yankai Lin, Wayne Xin Zhao, Zhewei Wei, and Ji-Rong Wen. 2023 · 2023
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Lemur: Harmonizing natural language and code for language agents
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Synapse: Leveraging few-shot exemplars for human-level computer control
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Webarena: A realistic web environment for building autonomous agents
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