SMART: Self-Aware Agent for Tool Overuse Mitigation

17 February 2025

Papers citing "SMART: Self-Aware Agent for Tool Overuse Mitigation"

38 / 38 papers shown

Title
Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty Peilin Wu Mian Zhang Xinlu Zhang Xinya Du Zhiyu Zoey Chen 37 0 0 22 May 2025
ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Cheng Qian Hongyi Du Hongru Wang Xiusi Chen Yuji Zhang Avirup Sil Chengxiang Zhai Kathleen McKeown Heng Ji LLMAG 48 2 0 21 May 2025
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Zihao Cheng Hongru Wang Zeming Liu Yuhang Guo Yuanfang Guo Yunhong Wang Haifeng Wang 82 0 0 19 May 2025
Open Challenges in Multi-Agent Security: Towards Secure Systems of Interacting AI Agents Christian Schroeder de Witt AAML AI4CE 420 4 0 04 May 2025
Acting Less is Reasoning More! Teaching Model to Act Efficiently Hongru Wang Cheng Qian Wanjun Zhong Xiusi Chen Jiahao Qiu Shijue Huang Bowen Jin Mengdi Wang Kam-Fai Wong Heng Ji OffRL LRM 82 5 0 21 Apr 2025
ToolRL: Reward is All Tool Learning Needs Cheng Qian Emre Can Acikgoz Qi He Hongru Wang Xiusi Chen Dilek Hakkani-Tur Gokhan Tur Heng Ji OffRL LRM 106 22 0 16 Apr 2025
A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions Emre Can Acikgoz Cheng Qian Hongru Wang Vardhan Dongre Xiusi Chen Heng Ji Dilek Hakkani-Tur Gokhan Tur LM&Ro ELM 164 1 0 07 Apr 2025
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge Jie He Nan Hu Wanqiu Long Jiaoyan Chen Jeff Z. Pan ELM LRM 148 8 0 22 Dec 2024
SMARTCAL: An Approach to Self-Aware Tool-Use Evaluation and Calibration Yuanhao Shen Xiaodan Zhu Lei Chen 124 4 0 11 Dec 2024
AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction Hongru Wang Rui Wang Boyang Xue Heming Xia Jingtao Cao Zeming Liu Jeff Z. Pan Kam-Fai Wong ALM 65 13 0 10 Oct 2024
Aligning LLMs with Individual Preferences via Interaction Shujin Wu May Fung Cheng Qian Jeonghwan Kim Dilek Z. Hakkani-Tür Heng Ji 84 24 0 04 Oct 2024
Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals Lida Chen Zujie Liang Xintao Wang Jiaqing Liang Yanghua Xiao Feng Wei Jinglei Chen Zhenghong Hao Bing Han Wei Wang 68 15 0 16 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 72 102 0 28 May 2024
UniRetriever: Multi-task Candidates Selection for Various Context-Adaptive Conversational Retrieval Hongru Wang Boyang Xue Baohang Zhou Rui Wang Fei Mi Weichao Wang Yasheng Wang Kam-Fai Wong 72 3 0 26 Feb 2024
Benchmarking Knowledge Boundary for Large Language Models: A Different Perspective on Model Evaluation Xunjian Yin Xu Zhang Jie Ruan Xiaojun Wan ELM 83 23 0 18 Feb 2024
Tell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents Cheng Qian Bingxiang He Zhuang Zhong Jia Deng Yujia Qin ... Zhong Zhang Jie Zhou Yankai Lin Zhiyuan Liu Maosong Sun 59 33 0 14 Feb 2024
Investigate-Consolidate-Exploit: A General Strategy for Inter-Task Agent Self-Evolution Cheng Qian Shihao Liang Yujia Qin Yining Ye Xin Cong Yankai Lin Yesai Wu Zhiyuan Liu Maosong Sun LLMAG 114 17 0 25 Jan 2024
Toolink: Linking Toolkit Creation and Using through Chain-of-Solving on Open-Source Model Cheng Qian Chenyan Xiong Zhenghao Liu Zhiyuan Liu LRM 55 15 0 08 Oct 2023
MinPrompt: Graph-based Minimal Prompt Data Augmentation for Few-shot Question Answering Xiusi Chen Jyun-Yu Jiang Wei-Cheng Chang Cho-Jui Hsieh Hsiang-Fu Yu Wei Wang 62 12 0 08 Oct 2023
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation Tu Vu Mohit Iyyer Xuezhi Wang Noah Constant Jerry W. Wei ... Chris Tar Yun-hsuan Sung Denny Zhou Quoc Le Thang Luong KELM HILM LRM 92 215 0 05 Oct 2023
MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use Yue Huang Jiawen Shi Yuan Li Chenrui Fan Siyuan Wu ... Yixin Liu Pan Zhou Yao Wan Neil Zhenqiang Gong Lichao Sun LLMAG 63 91 0 04 Oct 2023
CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets Lifan Yuan Yangyi Chen Xingyao Wang Yi R. Fung Hao Peng Heng Ji LLMAG KELM 95 65 0 29 Sep 2023
"Merge Conflicts!" Exploring the Impacts of External Distractors to Parametric Knowledge Graphs Cheng Qian Xinran Zhao Sherry Tongshuang Wu KELM 53 9 0 15 Sep 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 102 930 0 14 Sep 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 171 685 0 31 Jul 2023
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation Ruiyang Ren Yuhao Wang Yingqi Qu Wayne Xin Zhao Qingbin Liu Hao Tian Huaqin Wu Ji-Rong Wen Haifeng Wang RALM KELM 90 135 0 20 Jul 2023
Gotta: Generative Few-shot Question Answering by Prompt-based Cloze Data Augmentation Xiusi Chen Yu Zhang Jinliang Deng Jyun-Yu Jiang Wei Wang 50 11 0 07 Jun 2023
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey Chen Ling Xujiang Zhao Jiaying Lu Chengyuan Deng Can Zheng ... Chris White Quanquan Gu Jian Pei Carl Yang Liang Zhao ALM 92 137 0 30 May 2023
Information Association for Language Model Updating by Mitigating LM-Logical Discrepancy Pengfei Yu Heng Ji KELM 59 10 0 29 May 2023
Large Language Models as Tool Makers Tianle Cai Xuezhi Wang Tengyu Ma Xinyun Chen Denny Zhou LLMAG 76 205 0 26 May 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 147 1,722 0 09 Feb 2023
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 119 150 0 20 Dec 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 422 2,849 0 06 Oct 2022
Language Models (Mostly) Know What They Know Saurav Kadavath Tom Conerly Amanda Askell T. Henighan Dawn Drain ... Nicholas Joseph Benjamin Mann Sam McCandlish C. Olah Jared Kaplan ELM 108 811 0 11 Jul 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 12,916 0 04 Mar 2022
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 280 4,397 0 27 Oct 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang D. Song Jacob Steinhardt ReLM FaML 168 2,255 0 05 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 207 1,222 0 02 Mar 2021