Reflexion: Language Agents with Verbal Reinforcement Learning

20 March 2023

Karthik R. Narasimhan

Papers citing "Reflexion: Language Agents with Verbal Reinforcement Learning"

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Title
Fine-Tuning Diffusion Generative Models via Rich Preference Optimization Hanyang Zhao Haoxian Chen Yucheng Guo Genta Indra Winata Tingting Ou Ziyu Huang D. Yao Wenpin Tang 59 0 0 13 Mar 2025
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents Boyu Chen Zhengrong Yue Siran Chen Zehua Wang Yang Liu Peng Li Yansen Wang VLM 216 0 0 13 Mar 2025
EMMOE: A Comprehensive Benchmark for Embodied Mobile Manipulation in Open Environments Dongping Li Tielong Cai Tianci Tang Wenhao Chai Katherine Rose Driggs-Campbell Gaoang Wang LM&Ro 61 0 0 11 Mar 2025
Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language Models Anastasiia Grishina Vadim Liventsev Aki Härmä Leon Moonen ELM 87 0 0 10 Mar 2025
System 0/1/2/3: Quad-process theory for multi-timescale embodied collective cognitive systems Tadahiro Taniguchi Yasushi Hirai Masahiro Suzuki Shingo Murata Takato Horii Kazutoshi Tanaka AI4CE 64 0 0 08 Mar 2025
LLMs Can Generate a Better Answer by Aggregating Their Own Responses Zichong Li Xinyu Feng Yuheng Cai Zixuan Zhang Tianyi Liu Chen Liang Weizhu Chen Haoyu Wang T. Zhao LRM 55 1 0 06 Mar 2025
NeSyC: A Neuro-symbolic Continual Learner For Complex Embodied Tasks In Open Domains Wonje Choi Jinwoo Park Sanghyun Ahn Daehee Lee Honguk Woo 201 1 0 02 Mar 2025
Can Large Language Models Unveil the Mysteries? An Exploration of Their Ability to Unlock Information in Complex Scenarios Chao Wang Luning Zhang Ziyi Wang Yang Zhou ELM VLM LRM 60 1 0 27 Feb 2025
Conversational Planning for Personal Plans Konstantina Christakopoulou Iris Qu John Canny Andrew Goodridge Cj Adams Minmin Chen Maja Matarić LLMAG LM&Ro 63 0 0 26 Feb 2025
A Cooperative Multi-Agent Framework for Zero-Shot Named Entity Recognition Zihan Wang Ziqi Zhao Yougang Lyu Ziyang Chen Maarten de Rijke Z. Z. Ren 66 3 0 25 Feb 2025
Spontaneous Giving and Calculated Greed in Language Models Yuxuan Li Hirokazu Shirado ReLM LRM AI4CE 43 1 0 24 Feb 2025
BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning Haiteng Zhao Chang Ma FangZhi Xu Lingpeng Kong Zhi-Hong Deng LRM 52 2 0 23 Feb 2025
ARS: Automatic Routing Solver with Large Language Models Kai Li Fei Liu Zhenkun Wang Xialiang Tong Xiongwei Han Mingxuan Yuan Qingfu Zhang 42 0 0 21 Feb 2025
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM ELM RALM 76 7 0 20 Feb 2025
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Xiaojie Xu Zongyuan Li Chang Lu Runnan Qi Yanan Ni ... Yongchun Fang Kuihua Huang Xian Guo Zhanghua Wu Zhenya Li 57 0 0 19 Feb 2025
Policy-to-Language: Train LLMs to Explain Decisions with Flow-Matching Generated Rewards Xinyi Yang Liang Zeng Heng Dong Chao Yu X. Wu H. Yang Yu Wang Milind Tambe Tonghan Wang 76 2 0 18 Feb 2025
EDGE: Efficient Data Selection for LLM Agents via Guideline Effectiveness Yunxiao Zhang Guanming Xiong Haochen Li Wen Zhao LLMAG 71 0 0 18 Feb 2025
AURORA:Automated Training Framework of Universal Process Reward Models via Ensemble Prompting and Reverse Verification Xiaoyu Tan Tianchu Yao C. Qu Bin Li Minghao Yang ... Haozhe Wang Xihe Qiu Wei Chu Yinghui Xu Yuan Qi OffRL LRM 49 2 0 17 Feb 2025
RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents Weizhe Chen Sven Koenig B. Dilkina LLMAG 110 8 0 17 Feb 2025
AgentStudio: A Toolkit for Building General Virtual Agents Longtao Zheng Zhiyuan Huang Zhenghai Xue Xinrun Wang Bo An Shuicheng Yan 88 14 0 17 Feb 2025
KIMAs: A Configurable Knowledge Integrated Multi-Agent System Zitao Li Fei Wei Yuexiang Xie Dawei Gao Weirui Kuang Zhijian Ma Bingchen Qian Yaliang Li Bolin Ding 63 0 0 13 Feb 2025
On Memory Construction and Retrieval for Personalized Conversational Agents Zhuoshi Pan Qianhui Wu Huiqiang Jiang Xufang Luo Hao Cheng ... Yuqing Yang Chin-Yew Lin H. Vicky Zhao Lili Qiu Jianfeng Gao RALM 61 3 0 08 Feb 2025
Iterative Deepening Sampling for Large Language Models Weizhe Chen Sven Koenig B. Dilkina LRM ReLM 88 1 0 08 Feb 2025
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge Refinement Shivam Singh Karthik Swaminathan Nabanita Dash Ramandeep Singh Snehasis Banerjee Mohan Sridharan Madhava Krishna LLMAG LM&Ro 110 0 0 04 Feb 2025
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Maohao Shen Guangtao Zeng Zhenting Qi Zhang-Wei Hong Zhenfang Chen Wei Lu G. Wornell Subhro Das David D. Cox Chuang Gan LLMAG LRM 222 7 0 04 Feb 2025
Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Soheil Abbasloo LRM 46 0 0 04 Feb 2025
Learning to Generate Unit Tests for Automated Debugging Archiki Prasad Elias Stengel-Eskin Justin Chih-Yao Chen Zaid Khan Joey Tianyi Zhou ELM 88 1 0 03 Feb 2025
ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration Minghang Deng Ashwin Ramachandran Canwen Xu Lanxiang Hu Zhewei Yao Anupam Datta Hao Zhang LMTD 139 1 0 02 Feb 2025
Will Systems of LLM Agents Cooperate: An Investigation into a Social Dilemma Richard Willis Yali Du Joel Z Leibo Michael Luck 61 1 0 28 Jan 2025
Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks Zhenhailong Wang Haiyang Xu Junyang Wang Xi Zhang Ming Yan J. Zhang Fei Huang Heng Ji 47 10 0 20 Jan 2025
Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents Junkai Li Yunghwei Lai Weitao Li Jingyi Ren Meng Zhang ... Siyu Wang Peng Li Wenjie Qu Weizhi Ma Yang Liu LLMAG LM&MA LM&Ro MedIm 66 94 0 20 Jan 2025
QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks Yaojie Hu Qiang Zhou Qihong Chen Xiaopeng Li Linbo Liu Dejiao Zhang Amit Kachroo Talha Oz Omer Tripp 76 4 0 20 Jan 2025
A Roadmap to Guide the Integration of LLMs in Hierarchical Planning Israel Puerta-Merino Carlos Núnez-Molina Pablo Mesejo Juan Fernández-Olivares 67 3 0 14 Jan 2025
LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs Tongshuang Wu Haiyi Zhu Maya Albayrak Alexis Axon Amanda Bertsch ... Ying-Jui Tseng Patricia Vaidos Zhijin Wu Wei Wu Chenyang Yang 88 32 0 10 Jan 2025
Latent Reward: LLM-Empowered Credit Assignment in Episodic Reinforcement Learning Yun Qu Yuhang Jiang Boyuan Wang Yixiu Mao Cheems Wang Chang-Shu Liu Xiangyang Ji 82 3 0 10 Jan 2025
Planning-Driven Programming: A Large Language Model Programming Workflow Chao Lei Yanchuan Chang N. Lipovetzky Krista A. Ehinger 89 2 0 10 Jan 2025
InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection Yunxing Liu Pengxiang Li Zishu Wei C. Xie Xueyu Hu Xinchen Xu Shengyu Zhang Xiaotian Han Hongxia Yang Fei Wu LLMAG LRM 55 11 0 08 Jan 2025
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Xinyu Guan Lefei Zhang Yifei Liu Ning Shang Youran Sun Yi Zhu Fan Yang Mao Yang LRM SyDa ReLM 64 83 0 08 Jan 2025
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation Yuhui Zhang Yuchang Su Yiming Liu Xiaohan Wang James Burgess ... Josiah Aklilu Alejandro Lozano Anjiang Wei Ludwig Schmidt Serena Yeung-Levy 64 3 0 06 Jan 2025
Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web Hiroki Furuta Yutaka Matsuo Aleksandra Faust Izzeddin Gur CLL 97 14 0 03 Jan 2025
Mathematical Language Models: A Survey Wei Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 81 13 0 03 Jan 2025
LINKs: Large Language Model Integrated Management for 6G Empowered Digital Twin NetworKs Shufan Jiang Bangyan Lin Yue Wu Yuan Gao 45 2 0 31 Dec 2024
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 70 40 0 31 Dec 2024
Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Yitong Zhou Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li Enhong Chen LMTD 44 0 0 30 Dec 2024
LossAgent: Towards Any Optimization Objectives for Image Processing with LLM Agents Bingchen Li Xin Li Yiting Lu Zhibo Chen 91 1 0 05 Dec 2024
The importance of visual modelling languages in generative software engineering Roberto Rossi 84 1 0 27 Nov 2024
Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows Fangyu Lei Jixuan Chen Yuxiao Ye Ruisheng Cao Dongchan Shin ... Caiming Xiong Ruoxi Sun Qian Liu Sida I. Wang Tao Yu LMTD 85 21 0 12 Nov 2024
Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks Adam Fourney Gagan Bansal Hussein Mozannar Cheng Tan Eduardo Salinas ... Victor C. Dibia Ahmed Hassan Awadallah Ece Kamar Rafah Hosn Saleema Amershi AI4CE LRM LLMAG 38 37 0 07 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 77 2 0 01 Nov 2024
AAAR-1.0: Assessing AI's Potential to Assist Research Renze Lou Hanzi Xu Sijia Wang Jiangshu Du Ryo Kamoi ... Xi Li Kaipeng Zhang Congying Xia Lifu Huang Wenpeng Yin 43 5 0 29 Oct 2024