ToolChain: Efficient Action Space Navigation in Large Language Models with A Search

20 October 2023

Papers citing "ToolChain: Efficient Action Space Navigation in Large Language Models with A Search"

47 / 47 papers shown

Title
LLM-Augmented Chemical Synthesis and Design Decision Programs Haorui Wang Jeff Guo Lingkai Kong R. Ramprasad Philippe Schwaller Yuanqi Du Chao Zhang 12 0 0 11 May 2025
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning Joykirat Singh Raghav Magazine Yash Pandya A. Nambi LLMAG KELM OffRL LRM 42 0 0 28 Apr 2025
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning Z. Wang K. Wang Q. Wang Pingyue Zhang Linjie Li ... Jiajun Wu L. Fei-Fei Lijuan Wang Yejin Choi Manling Li 73 1 0 24 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 37 0 0 15 Apr 2025
A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions Emre Can Acikgoz Cheng Qian Hongru Wang Vardhan Dongre X. Chen Heng Ji Dilek Hakkani-Tür Gökhan Tür LM&Ro ELM 43 1 0 07 Apr 2025
PLAY2PROMPT: Zero-shot Tool Instruction Optimization for LLM Agents via Tool Play Wei Fang Yang Zhang Kaizhi Qian James R. Glass Yada Zhu LLMAG 59 0 0 18 Mar 2025
Better Process Supervision with Bi-directional Rewarding Signals Wenxiang Chen Wei He Zhiheng Xi Honglin Guo Boyang Hong ... Nijun Li Tao Gui Yun Li Qi Zhang Xuanjing Huang LRM 42 2 0 06 Mar 2025
PlanGenLLMs: A Modern Survey of LLM Planning Capabilities Hui Wei Zihao Zhang Shenghua He Tian Xia Shijia Pan Fei Liu 36 3 0 16 Feb 2025
Semantic Web: Past, Present, and Future Ansgar Scherp Gerd Groener Petr Škoda Katja Hose Maria-Esther Vidal VLM 29 1 0 22 Dec 2024
Cocoa: Co-Planning and Co-Execution with AI Agents K. J. Kevin Feng Kevin Pu Matt Latzke Tal August Pao Siangliulue Jonathan Bragg Daniel S. Weld Amy X. Zhang Joseph Chee Chang LM&Ro LLMAG 87 4 0 14 Dec 2024
Medchain: Bridging the Gap Between LLM Agents and Clinical Practice through Interactive Sequential Benchmarking Jie Liu Wenxuan Wang Zizhan Ma Guolin Huang Yihang Su Kao-Jung Chang Wenting Chen Haoliang Li Linlin Shen Michael R. Lyu 73 5 0 02 Dec 2024
Building Multi-Agent Copilot towards Autonomous Agricultural Data Management and Analysis Yu Pan Jianxin Sun Hongfeng Yu Joe Luck Geng Bai Nipuna Chamara Yufeng Ge Tala Awada 30 0 0 31 Oct 2024
Matryoshka: Learning to Drive Black-Box LLMs with LLMs Changhao Li Yuchen Zhuang Rushi Qiang Haotian Sun H. Dai Chao Zhang Bo Dai LRM 21 4 0 28 Oct 2024
G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks Guibin Zhang Yanwei Yue Xiangguo Sun Guancheng Wan Miao Yu Junfeng Fang Kun Wang Dawei Cheng Dawei Cheng AAML AI4CE 41 5 0 15 Oct 2024
Optimizing Instruction Synthesis: Effective Exploration of Evolutionary Space with Tree Search Chenglin Li Qianglong Chen Zhi Li Feng Tao Yicheng Li Hao Chen Fei Yu Yin Zhang SyDa 26 0 0 14 Oct 2024
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Ji-Rong Wen 51 9 0 10 Oct 2024
Learning Evolving Tools for Large Language Models Guoxin Chen Zhong Zhang Xin Cong Fangda Guo Yesai Wu Yankai Lin Wenzheng Feng Yasheng Wang KELM 49 1 0 09 Oct 2024
Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems Guibin Zhang Yanwei Yue Zhixun Li Sukwon Yun Guancheng Wan Kun Wang Dawei Cheng Jeffrey Xu Yu Tianlong Chen 32 3 0 03 Oct 2024
Tulip Agent -- Enabling LLM-Based Agents to Solve Tasks Using Large Tool Libraries Felix Ocker Daniel Tanneberg Julian Eggert Michael Gienger LLMAG LM&Ro VLM 36 3 0 31 Jul 2024
Enhancing Language Model Rationality with Bi-Directional Deliberation Reasoning Yadong Zhang Shaoguang Mao Wenshan Wu Yan Xia Tao Ge Man Lan Furu Wei 40 1 0 08 Jul 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning Chaojie Wang Yanchen Deng Zhiyi Lyu Liang Zeng Jujie He Shuicheng Yan Bo An LRM ReLM 34 48 0 20 Jun 2024
Security of AI Agents Yifeng He Ethan Wang Yuyang Rong Zifei Cheng Hao Chen LLMAG 23 7 0 12 Jun 2024
Scaling Large Language Model-based Multi-Agent Collaboration Chen Qian Zihao Xie YiFei Wang Wei Liu Yufan Dang ... Zhuoyun Du Weize Chen Cheng Yang Zhiyuan Liu Maosong Sun AI4CE LLMAG LM&Ro 52 42 0 11 Jun 2024
Tool-Planner: Task Planning with Clusters across Multiple Tools Yanming Liu Xinyue Peng Jiannan Cao Jiannan Cao Xuhong Zhang Sheng Cheng Xun Wang Xun Wang Jianwei Yin Tianyu Du LLMAG 21 3 0 06 Jun 2024
HYDRA: Model Factorization Framework for Black-Box LLM Personalization Yuchen Zhuang Haotian Sun Yue Yu Rushi Qiang Qifan Wang Chao Zhang Bo Dai AAML 24 14 0 05 Jun 2024
Tool Learning with Large Language Models: A Survey Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Jirong Wen LLMAG 31 77 0 28 May 2024
Devil's Advocate: Anticipatory Reflection for LLM Agents Haoyu Wang Tao Li Zhiwei Deng Dan Roth Yang Li LLMAG 34 2 0 25 May 2024
LLM Reasoners: New Evaluation, Library, and Analysis of Step-by-Step Reasoning with Large Language Models Shibo Hao Yi Gu Haotian Luo Tianyang Liu Xiyan Shao ... Haodi Ma Adithya Samavedhi Qiyue Gao Zhen Wang Zhiting Hu LRM ELM 79 21 0 08 Apr 2024
Reinforcement Learning from Reflective Feedback (RLRF): Aligning and Improving LLMs via Fine-Grained Self-Reflection Kyungjae Lee Dasol Hwang Sunghyun Park Youngsoo Jang Moontae Lee 25 8 0 21 Mar 2024
Budget-Constrained Tool Learning with Planning Yuanhang Zheng Peng Li Mingshi Yan Ji Zhang Fei Huang Yang Janet Liu 19 3 0 25 Feb 2024
A Trembling House of Cards? Mapping Adversarial Attacks against Language Agents Lingbo Mo Zeyi Liao Boyuan Zheng Yu-Chuan Su Chaowei Xiao Huan Sun AAML LLMAG 28 14 0 15 Feb 2024
SwissNYF: Tool Grounded LLM Agents for Black Box Setting Somnath Sendhil Kumar Dhruv Jain Eshaan Agarwal Raunak Pandey LLMAG 25 0 0 15 Feb 2024
BBox-Adapter: Lightweight Adapting for Black-Box Large Language Models Haotian Sun Yuchen Zhuang Wei Wei Chao Zhang Bo Dai 10 3 0 13 Feb 2024
TravelPlanner: A Benchmark for Real-World Planning with Language Agents Jian Xie Kai Zhang Jiangjie Chen Tinghui Zhu Renze Lou Yuandong Tian Yanghua Xiao Yu-Chuan Su LLMAG LM&Ro 25 126 0 02 Feb 2024
Efficient Tool Use with Chain-of-Abstraction Reasoning Silin Gao Jane Dwivedi-Yu Ping Yu X. Tan Ramakanth Pasunuru O. Yu. Golovneva Koustuv Sinha Asli Celikyilmaz Antoine Bosselut Tianlu Wang LRM 11 19 0 30 Jan 2024
DoraemonGPT: Toward Understanding Dynamic Scenes with Large Language Models (Exemplified as A Video Agent) Zongxin Yang Guikun Chen Xiaodi Li Wenguan Wang Yi Yang LM&Ro LLMAG 34 35 0 16 Jan 2024
EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records Wenqi Shi Ran Xu Yuchen Zhuang Yue Yu Jieyu Zhang Hang Wu Yuanda Zhu Joyce C. Ho Carl Yang M. D. Wang 9 26 0 13 Jan 2024
EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction Siyu Yuan Kaitao Song Jiangjie Chen Xu Tan Yongliang Shen Ren Kan Dongsheng Li Deqing Yang LLMAG 13 22 0 11 Jan 2024
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models Xiaoxiao Sun Yang Yang Michal Shlapentokh-Rothman Haohan Wang Yu-xiong Wang LRM AI4CE LM&Ro LLMAG 21 72 0 06 Oct 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yu Liu Bing Qin Ting Liu LRM AI4CE 10 148 0 27 Sep 2023
Fairness-Aware Graph Neural Networks: A Survey April Chen Ryan A. Rossi Namyong Park Puja Trivedi Yu-Chiang Frank Wang Tong Yu Sungchul Kim Franck Dernoncourt Nesreen K. Ahmed 14 9 0 08 Jul 2023
Self-Evaluation Guided Beam Search for Reasoning Yuxi Xie Kenji Kawaguchi Yiran Zhao Xu Zhao MingSung Kan Junxian He Qizhe Xie LRM 156 128 0 01 May 2023
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
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 203 157 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 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

ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search

Papers citing "ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search"

ToolChain: Efficient Action Space Navigation in Large Language Models with A Search

Papers citing "ToolChain: Efficient Action Space Navigation in Large Language Models with A Search"