AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

6 February 2024

Papers citing "AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls"

31 / 31 papers shown

Title
TUMS: Enhancing Tool-use Abilities of LLMs with Multi-structure Handlers Aiyao He Sijia Cui Shuai Xu Yanna Wang Bo Xu 39 0 0 13 May 2025
ScaleMCP: Dynamic and Auto-Synchronizing Model Context Protocol Tools for LLM Agents Elias Lumer Anmol Gulati Vamse Kumar Subbiah Pradeep Honaganahalli Basavaraju James A. Burke 26 0 0 09 May 2025
Prompt Injection Attack to Tool Selection in LLM Agents Jiawen Shi Zenghui Yuan Guiyao Tie Pan Zhou Neil Zhenqiang Gong Lichao Sun LLMAG 51 0 0 28 Apr 2025
Stochastic Optimization with Optimal Importance Sampling Liviu Aolaritei Bart P. G. Van Parys H. Lam Michael I. Jordan 44 0 0 04 Apr 2025
Multi-Mission Tool Bench: Assessing the Robustness of LLM based Agents through Related and Dynamic Missions Peijie Yu Yifan Yang J. Li Zelong Zhang Haorui Wang Xiao Feng Feng Zhang LLMAG 117 0 0 03 Apr 2025
ToolACE-R: Tool Learning with Adaptive Self-Refinement Xingshan Zeng Wei Liu X. Huang Zezhong Wang Lingzhi Wang ... Yishuo Wang Lifeng Shang Xin Jiang Ruiming Tang Qiang Liu CLL 55 0 0 02 Apr 2025
API Agents vs. GUI Agents: Divergence and Convergence Chaoyun Zhang Shilin He Liqun Li Si Qin Yu Kang Qingwei Lin Dongmei Zhang LLMAG 69 1 0 14 Mar 2025
MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling Yakun Zhu Shaohang Wei Xu Wang Kui Xue Xiaofan Zhang S. Zhang 62 1 0 17 Feb 2025
Towards Internet-Scale Training For Agents Brandon Trabucco Gunnar A. Sigurdsson Robinson Piramuthu Ruslan Salakhutdinov ALM 98 2 0 10 Feb 2025
Disentangling Reasoning Tokens and Boilerplate Tokens For Language Model Fine-tuning Ziang Ye Z. Zhang Yang Zhang Jianxin Ma Junyang Lin Fuli Feng LRM 85 0 0 19 Dec 2024
The BrowserGym Ecosystem for Web Agent Research Thibault Le Sellier De Chezelles Maxime Gasse Alexandre Lacoste Alexandre Drouin Massimo Caccia ... Siva Reddy Quentin Cappart Graham Neubig Ruslan Salakhutdinov Nicolas Chapados LLMAG 109 9 0 06 Dec 2024
EcoAct: Economic Agent Determines When to Register What Action Shaokun Zhang Jieyu Zhang Dujian Ding Mirian Hipolito Garcia Ankur Mallick Daniel Madrigal Menglin Xia Victor Rühle Qingyun Wu Chi Wang LLMAG 50 4 0 03 Nov 2024
Beyond Browsing: API-Based Web Agents Yueqi Song Frank F. Xu Shuyan Zhou Graham Neubig 58 15 0 21 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 60 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 52 1 0 09 Oct 2024
SEAL: Suite for Evaluating API-use of LLMs Woojeong Kim Ashish Jagmohan Aditya Vempaty ELM ALM LLMAG 35 0 0 23 Sep 2024
ToolPlanner: A Tool Augmented LLM for Multi Granularity Instructions with Path Planning and Feedback Qinzhuo Wu Wei Liu Jian Luan Bin Wang 47 5 0 23 Sep 2024
xLAM: A Family of Large Action Models to Empower AI Agent Systems Jianguo Zhang Tian Lan Ming Zhu Zuxin Liu Thai Hoang ... Juan Carlos Niebles Shelby Heinecke Huan Wang Silvio Savarese Caiming Xiong ALM 41 33 0 05 Sep 2024
Speech-Copilot: Leveraging Large Language Models for Speech Processing via Task Decomposition, Modularization, and Program Generation Chun-Yi Kuan Chih-Kai Yang Wei-Ping Huang Ke-Han Lu Hung-yi Lee 46 5 0 13 Jul 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
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 37 3 0 06 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 34 80 0 28 May 2024
ChatHuman: Language-driven 3D Human Understanding with Retrieval-Augmented Tool Reasoning Jing Lin Yao Feng Weiyang Liu Michael J. Black 3DH LRM 51 6 0 07 May 2024
Octopus v2: On-device language model for super agent Wei Chen Zhiyuan Li RALM 34 23 0 02 Apr 2024
Octopus: On-device language model for function calling of software APIs Wei Chen Zhiyuan Li Mingyuan Ma LLMAG 27 14 0 02 Apr 2024
Rethinking Generative Large Language Model Evaluation for Semantic Comprehension Fangyun Wei Xi Chen Linzi Luo ELM ALM LRM 32 7 0 12 Mar 2024
SwissNYF: Tool Grounded LLM Agents for Black Box Setting Somnath Sendhil Kumar Dhruv Jain Eshaan Agarwal Raunak Pandey LLMAG 27 0 0 15 Feb 2024
Self-Rewarding Language Models Weizhe Yuan Richard Yuanzhe Pang Kyunghyun Cho Xian Li Sainbayar Sukhbaatar Jing Xu Jason Weston ReLM SyDa ALM LRM 239 298 0 18 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 21 54 0 11 Jan 2024
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 319 11,953 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 382 8,495 0 28 Jan 2022