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AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent
April 5, 2024, 4:47 a.m. | Hanyu Lai, Xiao Liu, Iat Long Iong, Shuntian Yao, Yuxuan Chen, Pengbo Shen, Hao Yu, Hanchen Zhang, Xiaohan Zhang, Yuxiao Dong, Jie Tang
cs.CL updates on arXiv.org arxiv.org
Abstract: Large language models (LLMs) have fueled many intelligent agent tasks, such as web navigation -- but most existing agents perform far from satisfying in real-world webpages due to three factors: (1) the versatility of actions on webpages, (2) HTML text exceeding model processing capacity, and (3) the complexity of decision-making due to the open-domain nature of web. In light of the challenge, we develop AutoWebGLM, a GPT-4-outperforming automated web navigation agent built upon ChatGLM3-6B. Inspired …
agent arxiv bootstrap cs.cl language language model large language large language model reinforce type web
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