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From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions

10 October 2024

Shuaiqiang Wang

Jun Xu

Ji-Rong Wen

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Papers citing "From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions"

50 / 53 papers shown

Title
RRTL: Red Teaming Reasoning Large Language Models in Tool Learning Yifei Liu Yu Cui Haibin Zhang LRM 102 0 0 21 May 2025
Stochastic Optimization with Optimal Importance Sampling Liviu Aolaritei Bart P. G. Van Parys Henry Lam Michael I. Jordan 109 2 0 04 Apr 2025
ToolACE-R: Tool Learning with Adaptive Self-Refinement Xingshan Zeng Wen Liu Xiaolin Huang Zezhong Wang Lingzhi Wang ... Yun Wang Lifeng Shang Xin Jiang Ruiming Tang Qiang Liu CLL 77 1 0 02 Apr 2025
CHOP: Mobile Operating Assistant with Constrained High-frequency Optimized Subtask Planning Yuqi Zhou Shuai Wang Sunhao Dai Qinglin Jia Zhaocheng Du Zhenhua Dong Jun Xu LM&Ro 99 1 0 05 Mar 2025
PEToolLLM: Towards Personalized Tool Learning in Large Language Models Qiancheng Xu Yunshui Li Heming Xia Fan Liu Min Yang Wenjie Li 124 0 0 26 Feb 2025
Learning Evolving Tools for Large Language Models Guoxin Chen Zhong Zhang Xin Cong Fangda Guo Yesai Wu Yankai Lin Wenzheng Feng Yasheng Wang KELM 81 2 0 09 Oct 2024
ToolACE: Winning the Points of LLM Function Calling Weiwen Liu Xiaolin Huang Xingshan Zeng Xinlong Hao Shuai Yu ... Xin Jiang Ruiming Tang Defu Lian Qun Liu Enhong Chen LLMAG 85 43 0 02 Sep 2024
Self-Evolving GPT: A Lifelong Autonomous Experiential Learner Jinglong Gao Xiao Ding Yiming Cui Jianbai Zhao Hepeng Wang Ting Liu Bing Qin KELM CLL 94 7 0 12 Jul 2024
TasTe: Teaching Large Language Models to Translate through Self-Reflection Yutong Wang Jiali Zeng Xuebo Liu Fandong Meng Jie Zhou Min Zhang 78 18 0 12 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 79 102 0 28 May 2024
What Are Tools Anyway? A Survey from the Language Model Perspective Zhiruo Wang Zhoujun Cheng Hao Zhu Daniel Fried Graham Neubig 107 31 0 18 Mar 2024
QueryAgent: A Reliable and Efficient Reasoning Framework with Environmental Feedback-based Self-Correction Xiang Huang Sitao Cheng Shanshan Huang Jiayu Shen Yong Xu Chaoyun Zhang Yuzhong Qu KELM LRM 121 11 0 18 Mar 2024
LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error Boshi Wang Hao Fang Jason Eisner Benjamin Van Durme Yu-Chuan Su CLL 53 8 0 07 Mar 2024
Learning to Use Tools via Cooperative and Interactive Agents Zhengliang Shi Shen Gao Xiuyi Chen Zhumin Chen Lingyong Yan Haibo Shi Dawei Yin Pengjie Ren Suzan Verberne Zhaochun Ren LLMAG 63 31 0 05 Mar 2024
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls Yu Du Fangyun Wei Hongyang R. Zhang LLMAG 70 45 0 06 Feb 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 70 62 0 11 Jan 2024
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives Wenqi Zhang Yongliang Shen Linjuan Wu Qiuying Peng Jun Wang Yueting Zhuang Weiming Lu LRM LLMAG 75 66 0 04 Jan 2024
CLOVA: A Closed-Loop Visual Assistant with Tool Usage and Update Zhi Gao Yuntao Du Xintong Zhang Xiaojian Ma Wenjuan Han Song-Chun Zhu Qing Li LLMAG VLM 103 24 0 18 Dec 2023
Data-Efficient Alignment of Large Language Models with Human Feedback Through Natural Language Di Jin Shikib Mehri Devamanyu Hazarika Aishwarya Padmakumar Sungjin Lee Yang Liu Mahdi Namazifar ALM 63 17 0 24 Nov 2023
ToolChain: Efficient Action Space Navigation in Large Language Models with A Search Yuchen Zhuang Xiang Chen Tong Yu Saayan Mitra Victor S. Bursztyn Ryan Rossi Somdeb Sarkhel Chao Zhang LLMAG 65 57 0 20 Oct 2023
MAF: Multi-Aspect Feedback for Improving Reasoning in Large Language Models Deepak Nathani David Wang Liangming Pan Wenjie Wang KELM LRM ReLM 38 11 0 19 Oct 2023
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Minlie Huang Nan Duan Weizhu Chen LRM AI4CE LLMAG 94 159 0 29 Sep 2023
MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback Xingyao Wang Zihan Wang Jiateng Liu Yangyi Chen Lifan Yuan Hao Peng Heng Ji LRM 162 158 0 19 Sep 2023
Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum Shen Gao Zhengliang Shi Minghang Zhu Bowen Fang Xin Xin Pengjie Ren Zhumin Chen Jun Ma Zhaochun Ren LLMAG CLL 71 41 0 27 Aug 2023
ExpeL: LLM Agents Are Experiential Learners Andrew Zhao Daniel Huang Quentin Xu Matthieu Lin Yang Liu Gao Huang LLMAG 99 215 0 20 Aug 2023
Tool Documentation Enables Zero-Shot Tool-Usage with Large Language Models Cheng-Yu Hsieh Sibei Chen Chun-Liang Li Yasuhisa Fujii Alexander Ratner Chen-Yu Lee Ranjay Krishna Tomas Pfister LLMAG SyDa 122 43 0 01 Aug 2023
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs Yujia Qin Shi Liang Yining Ye Kunlun Zhu Lan Yan ... Jie Zhou Mark B. Gerstein Dahai Li Zhiyuan Liu Maosong Sun CLL ALM LLMAG ELM LM&MA 171 692 0 31 Jul 2023
Evaluating and Improving Tool-Augmented Computation-Intensive Math Reasoning Beichen Zhang Kun Zhou Xilin Wei Wayne Xin Zhao Jing Sha Shijin Wang Ji-Rong Wen LRM 83 38 0 04 Jun 2023
GPT4Tools: Teaching Large Language Model to Use Tools via Self-instruction Rui Yang Lin Song Yanwei Li Sijie Zhao Yixiao Ge Xiu Li Ying Shan SyDa MLLM 73 220 0 30 May 2023
On the Tool Manipulation Capability of Open-source Large Language Models Qiantong Xu Fenglu Hong Yangqiu Song Changran Hu Zheng Chen Jian Zhang LLMAG 87 75 0 25 May 2023
Gorilla: Large Language Model Connected with Massive APIs Shishir G. Patil Tianjun Zhang Xin Wang Joseph E. Gonzalez ELM CLL ALM SyDa 84 556 0 24 May 2023
Making Language Models Better Tool Learners with Execution Feedback Shuofei Qiao Honghao Gui Chengfei Lv Qianghuai Jia Huajun Chen Ningyu Zhang LLMAG 96 49 0 22 May 2023
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Nan Duan Weizhu Chen KELM LRM 68 386 0 19 May 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings Shibo Hao Tianyang Liu Zhen Wang Zhiting Hu RALM LLMAG 124 180 0 19 May 2023
WebCPM: Interactive Web Search for Chinese Long-form Question Answering Yujia Qin Zihan Cai Di Jin Lan Yan Shi Liang ... Ruobing Xie Fanchao Qi Zhiyuan Liu Maosong Sun Jie Zhou RALM 59 92 0 11 May 2023
Tool Learning with Foundation Models Yujia Qin Shengding Hu Yankai Lin Weize Chen Ning Ding ... Cheng Yang Tongshuang Wu Heng Ji Zhiyuan Liu Maosong Sun 94 211 0 17 Apr 2023
ChemCrow: Augmenting large-language models with chemistry tools Andres M Bran Sam Cox Oliver Schilter Carlo Baldassari Andrew D. White P. Schwaller LLMAG 91 386 0 11 Apr 2023
Self-Refine: Iterative Refinement with Self-Feedback Aman Madaan Niket Tandon Prakhar Gupta Skyler Hallinan Luyu Gao ... Bodhisattwa Prasad Majumder Katherine Hermann Sean Welleck Amir Yazdanbakhsh Peter Clark ReLM LRM DiffM 150 1,638 0 30 Mar 2023
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Yongliang Shen Kaitao Song Xu Tan Dongsheng Li Weiming Lu Yueting Zhuang MLLM 118 888 0 30 Mar 2023
Reflexion: Language Agents with Verbal Reinforcement Learning Noah Shinn Federico Cassano Beck Labash A. Gopinath Karthik Narasimhan Shunyu Yao LLMAG KELM 110 1,267 0 20 Mar 2023
ART: Automatic multi-step reasoning and tool-use for large language models Bhargavi Paranjape Scott M. Lundberg Sameer Singh Hannaneh Hajishirzi Luke Zettlemoyer Marco Tulio Ribeiro KELM ReLM LRM 87 151 0 16 Mar 2023
ViperGPT: Visual Inference via Python Execution for Reasoning Dídac Surís Sachit Menon Carl Vondrick MLLM LRM ReLM 89 460 0 14 Mar 2023
Augmented Language Models: a Survey Grégoire Mialon Roberto Dessì Maria Lomeli Christoforos Nalmpantis Ramakanth Pasunuru ... Jane Dwivedi-Yu Asli Celikyilmaz Edouard Grave Yann LeCun Thomas Scialom LRM KELM 86 388 0 15 Feb 2023
Toolformer: Language Models Can Teach Themselves to Use Tools Timo Schick Jane Dwivedi-Yu Roberto Dessì Roberta Raileanu Maria Lomeli Luke Zettlemoyer Nicola Cancedda Thomas Scialom SyDa RALM 149 1,727 0 09 Feb 2023
Generating Sequences by Learning to Self-Correct Sean Welleck Ximing Lu Peter West Faeze Brahman T. Shen Daniel Khashabi Yejin Choi LRM 85 234 0 31 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 429 2,876 0 06 Oct 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 874 12,973 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 817 9,387 0 28 Jan 2022
WebGPT: Browser-assisted question-answering with human feedback Reiichiro Nakano Jacob Hilton S. Balaji Jeff Wu Ouyang Long ... Gretchen Krueger Kevin Button Matthew Knight B. Chess John Schulman ALM RALM 185 1,275 0 17 Dec 2021
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 195 907 0 16 Dec 2021