ReAct: Synergizing Reasoning and Acting in Language Models

6 October 2022

Dian Yu

Papers citing "ReAct: Synergizing Reasoning and Acting in Language Models"

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Title
Perceive, Reflect, and Plan: Designing LLM Agent for Goal-Directed City Navigation without Instructions Qingbin Zeng Qinglong Yang Shunan Dong Heming Du Liang Zheng Fengli Xu Yong Li LLMAG LM&Ro 45 8 0 08 Aug 2024
From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future Haolin Jin Linghan Huang Haipeng Cai Jun Yan Bo Li Huaming Chen 78 27 0 05 Aug 2024
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation Mengkang Hu Yixiao Wang Can Xu Lingfeng Sun Chensheng Peng T. Hannagan Nicola Poerio Saravan Rajmohan LM&Ro LLMAG 69 15 0 01 Aug 2024
Breaking Agents: Compromising Autonomous LLM Agents Through Malfunction Amplification Boyang Zhang Yicong Tan Yun Shen Ahmed Salem Michael Backes Savvas Zannettou Yang Zhang LLMAG AAML 44 14 0 30 Jul 2024
Improving Retrieval Augmented Language Model with Self-Reasoning Yuan Xia Jingbo Zhou Zhenhui Shi Jun Chen Hai-ting Huang AIFin LRM ReLM KELM 53 8 0 29 Jul 2024
A Comprehensive Survey on Root Cause Analysis in (Micro) Services: Methodologies, Challenges, and Trends Tingting Wang Guilin Qi 38 1 0 23 Jul 2024
An Empirical Study of Retrieval Augmented Generation with Chain-of-Thought Yuetong Zhao Hongyu Cao Xianyu Zhao Zhijian Ou RALM LRM 25 3 0 22 Jul 2024
On the Design and Analysis of LLM-Based Algorithms Yanxi Chen Yaliang Li Bolin Ding Jingren Zhou 48 5 0 20 Jul 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Qing Cui RALM 80 10 0 18 Jul 2024
InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation Gaurav Sahu Abhay Puri Juan A. Rodriguez Alexandre Drouin Perouz Taslakian ... Christopher Pal Nicolas Chapados I. Laradji Sai Rajeswar Mudumba Issam Hadj Laradji ELM 48 4 0 08 Jul 2024
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents Petr Anokhin Nikita Semenov Artyom Sorokin Dmitry Evseev Andrey Kravchenko Mikhail Burtsev Evgeny Burnaev LLMAG RALM KELM 52 7 0 05 Jul 2024
WTU-EVAL: A Whether-or-Not Tool Usage Evaluation Benchmark for Large Language Models Kangyun Ning Yisong Su Xueqiang Lv Yuanzhe Zhang Jian Liu Kang Liu Jinan Xu ELM LLMAG 44 2 0 02 Jul 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 52 2 0 29 Jun 2024
BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration Noel Crawford Edward B. Duffy Iman Evazzade Torsten Foehr Gregory Robbins D. K. Saha Jiya Varma Marcin Ziolkowski LLMAG 52 3 0 28 Jun 2024
ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents Haiyang Shen Yue Li Desong Meng Dongqi Cai Sheng Qi Li Zhang Mengwei Xu Yun Ma LLMAG 46 9 0 28 Jun 2024
Lifelong Robot Library Learning: Bootstrapping Composable and Generalizable Skills for Embodied Control with Language Models Georgios Tziafas H. Kasaei KELM LM&Ro 47 8 0 26 Jun 2024
Enhancing Tool Retrieval with Iterative Feedback from Large Language Models Qiancheng Xu Yongqi Li Heming Xia Wenjie Li KELM 39 4 0 25 Jun 2024
Logicbreaks: A Framework for Understanding Subversion of Rule-based Inference Anton Xue Avishree Khare Rajeev Alur Surbhi Goel Eric Wong 58 2 0 21 Jun 2024
APEER: Automatic Prompt Engineering Enhances Large Language Model Reranking Can Jin Hongwu Peng Shiyu Zhao Zhenting Wang Wujiang Xu Ligong Han Jiahui Zhao Kai Zhong Sanguthevar Rajasekaran Dimitris N. Metaxas KELM 44 32 0 20 Jun 2024
EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms Siyu Yuan Kaitao Song Jiangjie Chen Xu Tan Dongsheng Li Deqing Yang LLMAG 66 14 0 20 Jun 2024
LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning Silin Meng Yiwei Wang Cheng-Fu Yang Nanyun Peng Kai-Wei Chang 59 17 0 20 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 39 18 0 18 Jun 2024
Leveraging Large Language Model for Heterogeneous Ad Hoc Teamwork Collaboration Xinzhu Liu Peiyan Li Wenju Yang Di Guo Huaping Liu 39 6 0 18 Jun 2024
Can Tool-augmented Large Language Models be Aware of Incomplete Conditions? Seungbin Yang chaeHun Park Taehee Kim Jaegul Choo 46 2 0 18 Jun 2024
R-Eval: A Unified Toolkit for Evaluating Domain Knowledge of Retrieval Augmented Large Language Models Shangqing Tu Yuanchun Wang Jifan Yu Yuyang Xie Yaran Shi Xiaozhi Wang Jing Zhang Lei Hou Juanzi Li ELM 43 3 0 17 Jun 2024
Input Conditioned Graph Generation for Language Agents Lukas Vierling Jie Fu Kai Chen LLMAG 63 2 0 17 Jun 2024
Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector Xiaoxue Cheng Junyi Li Wayne Xin Zhao Hongzhi Zhang Fuzheng Zhang Di Zhang Kun Gai Ji-Rong Wen HILM LLMAG 40 7 0 17 Jun 2024
Watch Every Step! LLM Agent Learning via Iterative Step-Level Process Refinement Weimin Xiong Yifan Song Xiutian Zhao Wenhao Wu Xun Wang Ke Wang Cheng Li Wei Peng Sujian Li 49 26 0 17 Jun 2024
HiddenTables & PyQTax: A Cooperative Game and Dataset For TableQA to Ensure Scale and Data Privacy Across a Myriad of Taxonomies William Watson Nicole Cho T. Balch Manuela Veloso LMTD 33 0 0 16 Jun 2024
Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study Hao Hao Xiaoqun Zhang Aimin Zhou ELM 38 9 0 15 Jun 2024
Unlocking Large Language Model's Planning Capabilities with Maximum Diversity Fine-tuning Wenjun Li Changyu Chen Pradeep Varakantham 49 2 0 15 Jun 2024
VideoGUI: A Benchmark for GUI Automation from Instructional Videos Kevin Qinghong Lin Linjie Li Difei Gao Qinchen Wu Mingyi Yan Zhengyuan Yang Lijuan Wang Mike Zheng Shou 46 10 0 14 Jun 2024
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments Zhenrui Yue Huimin Zeng Lanyu Shang Yifan Liu Yang Zhang Dong Wang RALM 43 2 0 14 Jun 2024
GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning Zhen Xiang Linzhi Zheng Yanjie Li Junyuan Hong Qinbin Li ... Zidi Xiong Chulin Xie Carl Yang Dawn Song Bo Li LLMAG 45 23 0 13 Jun 2024
World Models with Hints of Large Language Models for Goal Achieving Zeyuan Liu Ziyu Huan Xiyao Wang Jiafei Lyu Jian Tao Xiu Li Furong Huang Huazhe Xu LM&Ro LRM AI4CE 46 1 0 11 Jun 2024
Advancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Trees Sijia Chen Yibo Wang Yi-Feng Wu Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Lijun Zhang LLMAG LRM 50 10 0 11 Jun 2024
RS-Agent: Automating Remote Sensing Tasks through Intelligent Agent Wenjia Xu Zijian Yu Yixu Wang Jiuniu Wang Yuanben Zhang Guangzuo Li Mugen Peng LLMAG 48 7 0 11 Jun 2024
DISCOVERYWORLD: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents Peter Alexander Jansen Marc-Alexandre Côté Tushar Khot Erin Bransom Bhavana Dalvi Mishra Bodhisattwa Prasad Majumder Oyvind Tafjord Peter Clark LLMAG 43 21 0 10 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 46 9 0 10 Jun 2024
Learning Task Decomposition to Assist Humans in Competitive Programming Jiaxin Wen Ruiqi Zhong Pei Ke Zhihong Shao Hongning Wang Minlie Huang ReLM 37 8 0 07 Jun 2024
Break the Chain: Large Language Models Can be Shortcut Reasoners Mengru Ding Hanmeng Liu Zhizhang Fu Jian Song Wenbo Xie Yue Zhang KELM LRM 36 7 0 04 Jun 2024
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs Zijian Li Qingyan Guo Jiawei Shao Lei Song Jiang Bian Jun Zhang Rui Wang RALM 34 11 0 03 Jun 2024
Re-ReST: Reflection-Reinforced Self-Training for Language Agents Zi-Yi Dou Cheng-Fu Yang Xueqing Wu Kai-Wei Chang Nanyun Peng LRM 88 7 0 03 Jun 2024
Teams of LLM Agents can Exploit Zero-Day Vulnerabilities Richard Fang Antony Kellermann Akul Gupta Qiusi Zhan Richard Fang R. Bindu Daniel Kang LLMAG 40 30 0 02 Jun 2024
Evaluating Uncertainty-based Failure Detection for Closed-Loop LLM Planners Zhi Zheng Qian Feng Hang Li Alois C. Knoll Jianxiang Feng 54 6 0 01 Jun 2024
Learning to Discuss Strategically: A Case Study on One Night Ultimate Werewolf Xuanfa Jin Ziyan Wang Yali Du Meng Fang Haifeng Zhang Jun Wang OffRL LLMAG 54 6 0 30 May 2024
Adaptive In-conversation Team Building for Language Model Agents Linxin Song Jiale Liu Jieyu Zhang Shaokun Zhang Ao Luo Shijian Wang Qingyun Wu Chi Wang LLMAG 71 10 0 29 May 2024
BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments Yusuf Roohani Jian Vora Qian Huang Zach Steinhart Alex Marson Percy Liang J. Leskovec Percy Liang Jure Leskovec LLMAG LM&Ro 49 13 0 27 May 2024
LARM: Large Auto-Regressive Model for Long-Horizon Embodied Intelligence Zhuoling Li Xiaogang Xu Zhenhua Xu Sernam Lim Hengshuang Zhao LM&Ro 51 2 0 27 May 2024
Towards Completeness-Oriented Tool Retrieval for Large Language Models Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Jirong Wen KELM 31 7 0 25 May 2024