Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web

Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web

3 January 2025

Aleksandra Faust

Papers citing "Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web"

15 / 15 papers shown

Title
A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models Liangbo Ning Ziran Liang Zhuohang Jiang Haohao Qu Yujuan Ding ... Xiao Wei Shanru Lin Hui Liu Philip S. Yu Qing Li LLMAG LM&Ro 71 5 0 30 Mar 2025
StableToolBench-MirrorAPI: Modeling Tool Environments as Mirrors of 7,000+ Real-World APIs Zhicheng Guo Sijie Cheng Yuchen Niu Hao Wang Sicheng Zhou Wenbing Huang Yang Liu CLL OffRL 80 0 0 26 Mar 2025
VisEscape: A Benchmark for Evaluating Exploration-driven Decision-making in Virtual Escape Rooms Seungwon Lim Sungwoong Kim Jihwan Yu Sungjae Lee Jiwan Chung Youngjae Yu 56 1 0 18 Mar 2025
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks Lutfi Eren Erdogan Nicholas Lee Sehoon Kim Suhong Moon Hiroki Furuta Gopala Anumanchipalli K. K. Amir Gholami LLMAG LM&Ro AIFin 68 2 0 12 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Y. Li LM&Ro LM&MA 71 0 0 07 Mar 2025
A Survey on Complex Tasks for Goal-Directed Interactive Agents Mareike Hartmann Alexander Koller LM&Ro LLMAG 27 0 0 27 Sep 2024
Steward: Natural Language Web Automation Brian Tang Kang G. Shin LLMAG 24 1 0 23 Sep 2024
IDs for AI Systems Alan Chan Noam Kolt Peter Wills Usman Anwar Christian Schroeder de Witt Nitarshan Rajkumar Lewis Hammond David M. Krueger Lennart Heim Markus Anderljung 33 6 0 17 Jun 2024
Understanding HTML with Large Language Models Izzeddin Gur Ofir Nachum Yingjie Miao Mustafa Safdari Austin Huang Aakanksha Chowdhery Sharan Narang Noah Fiedel Aleksandra Faust AI4CE 124 69 0 08 Oct 2022
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding Kenton Lee Mandar Joshi Iulia Turc Hexiang Hu Fangyu Liu Julian Martin Eisenschlos Urvashi Khandelwal Peter Shaw Ming-Wei Chang Kristina Toutanova CLIP VLM 148 259 0 07 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 2,413 0 06 Oct 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 187 91 0 29 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022