Title
Chain-of-Tools: Utilizing Massive Unseen Tools in the CoT Reasoning of Frozen Language Models Mengsong Wu Tong Zhu Han Han Xiang Zhang Wenbiao Shao Wenliang Chen LRM 48 1 0 21 Mar 2025
Survey on Evaluation of LLM-based Agents Asaf Yehudai Lilach Eden Alan Li Guy Uziel Yilun Zhao Roy Bar-Haim Arman Cohan Michal Shmueli-Scheuer LLMAG ELM Presented at ResearchTrend Connect \| LLMAG on 07 May 2025 95 7 0 20 Mar 2025
Understanding the Generalization of In-Context Learning in Transformers: An Empirical Study Xingxuan Zhang Haoran Wang Jiansheng Li Yuan Xue Shikai Guan Renzhe Xu Hao Zou Han Yu Peng Cui 50 0 0 19 Mar 2025
Benchmarking Failures in Tool-Augmented Language Models Eduardo Treviño Hugo Contant James Ngai Graham Neubig Zora Zhiruo Wang 72 0 0 18 Mar 2025
Measuring AI Ability to Complete Long Tasks Thomas Kwa Ben West Joel Becker Amy Deng Katharyn Garcia ... Lucas Jun Koba Sato H. Wijk Daniel M. Ziegler Elizabeth Barnes Lawrence Chan ELM 82 6 0 18 Mar 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 73 0 0 18 Mar 2025
Agents Play Thousands of 3D Video Games Zhongwen Xu Xianliang Wang Siyi Li Tao Yu Liang Wang Qiang Fu Wei Yang LM&Ro 52 0 0 17 Mar 2025
A Survey on the Optimization of Large Language Model-based Agents Shangheng Du Jiabao Zhao Jinxin Shi Zhentao Xie Xin Jiang Yanhong Bai Liang He LLMAG LM&Ro LM&MA 220 1 0 16 Mar 2025
Bridging Language Models and Financial Analysis Alejandro Lopez-Lira Jihoon Kwon Sangwoon Yoon Jy-yong Sohn Chanyeol Choi AIFin 41 0 0 14 Mar 2025
Attacking Multimodal OS Agents with Malicious Image Patches Lukas Aichberger Alasdair Paren Y. Gal Philip H. S. Torr Adel Bibi AAML 59 2 0 13 Mar 2025
DarkBench: Benchmarking Dark Patterns in Large Language Models Esben Kran Hieu Minh "Jord" Nguyen Akash Kundu Sami Jawhar Jinsuk Park Mateusz Maria Jurewicz 59 1 0 13 Mar 2025
Queueing, Predictions, and LLMs: Challenges and Open Problems Michael Mitzenmacher Rana Shahout AI4TS LRM 41 1 0 10 Mar 2025
Magnet: Multi-turn Tool-use Data Synthesis and Distillation via Graph Translation Fan Yin Zifeng Wang I-Hung Hsu Jun Yan Ke Jiang ... L. Le Kai-Wei Chang Chen-Yu Lee Hamid Palangi Tomas Pfister 57 4 0 10 Mar 2025
Alignment for Efficient Tool Calling of Large Language Models Hongshen Xu Zihan Wang Zichen Zhu Lei Pan Xingyu Chen Lu Chen Kai Yu 49 0 0 09 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Yongqian Li LM&Ro LM&MA 90 1 0 07 Mar 2025
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models Zhifei Xie Mingbao Lin Ziqiang Liu Pengcheng Wu Shuicheng Yan Chunyan Miao AuLLM OffRL LRM 79 7 0 04 Mar 2025
MPO: Boosting LLM Agents with Meta Plan Optimization Weimin Xiong Yifan Song Qingxiu Dong Bingchan Zhao Feifan Song Xun Wang Sujian Li LLMAG 81 0 0 04 Mar 2025
PersonaX: A Recommendation Agent Oriented User Modeling Framework for Long Behavior Sequence Yunxiao Shi Wujiang Xu Zeqi Zhang Xing Zi Qiang Wu Min Xu 69 0 0 04 Mar 2025
Haste Makes Waste: Evaluating Planning Abilities of LLMs for Efficient and Feasible Multitasking with Time Constraints Between Actions Zirui Wu Xiao Liu Jiayi Li Lingpeng Kong Yansong Feng 42 1 0 04 Mar 2025
ATLaS: Agent Tuning via Learning Critical Steps Zhixun Chen Ming Li Y. Huang Yali Du Meng Fang Dinesh Manocha 83 3 0 04 Mar 2025
AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification Xuan Zhang Yongliang Shen Zhe Zheng Linjuan Wu Wenqi Zhang Yuchen Yan Qiuying Peng Jun Wang Weiming Lu KELM 77 1 0 03 Mar 2025
MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents Kunlun Zhu Hongyi Du Zhaochen Hong Xiaocheng Yang Shuyi Guo ... Zhenhailong Wang Cheng Qian Xiangru Tang Heng Ji Jiaxuan You LLMAG 69 5 0 03 Mar 2025
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and Proactivity Yupu Hao Pengfei Cao Zhuoran Jin Huanxuan Liao Yubo Chen Kang Liu Jun Zhao LLMAG 112 1 0 02 Mar 2025
Instructor-Worker Large Language Model System for Policy Recommendation: a Case Study on Air Quality Analysis of the January 2025 Los Angeles Wildfires K. Gao Dening Lu Liangzhi Li Nan Chen Hongjie He Linlin Xu Jonathan Li 34 1 0 01 Mar 2025
Digital Player: Evaluating Large Language Models based Human-like Agent in Games J. T. Wang Kai Wang Shaojie Lin Runze Wu Bihan Xu ... Zhipeng Hu Z. Fan Le Li Tangjie Lyu Changjie Fan LLMAG ELM AI4CE 55 1 0 28 Feb 2025
Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers Shalev Lifshitz Sheila A. McIlraith Yilun Du LRM 55 5 0 27 Feb 2025
Multi-Agent Security Tax: Trading Off Security and Collaboration Capabilities in Multi-Agent Systems Pierre Peigne-Lefebvre Mikolaj Kniejski Filip Sondej Matthieu David J. Hoelscher-Obermaier Christian Schroeder de Witt Esben Kran 56 4 0 26 Feb 2025
Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs Dayu Yang Tianyang Liu Daoan Zhang Antoine Simoulin Xiaoyi Liu ... Zhaopu Teng Xin Qian Grey Yang Jiebo Luo Julian McAuley ReLM OffRL LRM 89 3 0 26 Feb 2025
PEToolLLM: Towards Personalized Tool Learning in Large Language Models Qiancheng Xu Y. Li Heming Xia Fan Liu Min Yang Wenjie Li 69 0 0 26 Feb 2025
GenTool: Enhancing Tool Generalization in Language Models through Zero-to-One and Weak-to-Strong Simulation Jie He Jennifer Neville Mengting Wan Longqi Yang Hui Liu Xiaofeng Xu Xia Song Jeff Z. Pan Pei Zhou LLMAG SyDa 63 0 0 26 Feb 2025
Kanana: Compute-efficient Bilingual Language Models Kanana LLM Team Yunju Bak Hojin Lee Minho Ryu Jiyeon Ham ... Daniel Lee Minchul Lee M. Lee Shinbok Lee Gaeun Seo 95 1 0 26 Feb 2025
AgentRM: Enhancing Agent Generalization with Reward Modeling Yu Xia Jingru Fan Weize Chen Siyu Yan Xin Cong Zhong Zhang Yaojie Lu Yankai Lin Zhiyuan Liu Maosong Sun 56 1 0 25 Feb 2025
The Lottery LLM Hypothesis, Rethinking What Abilities Should LLM Compression Preserve? Zhenheng Tang Xiang Liu Qian Wang Peijie Dong Bingsheng He Xiaowen Chu Bo Li LRM 58 1 0 24 Feb 2025
Textual-to-Visual Iterative Self-Verification for Slide Generation Yunqing Xu Xinbei Ma Jiyang Qiu Hai Zhao 72 0 0 24 Feb 2025
MLGym: A New Framework and Benchmark for Advancing AI Research Agents Deepak Nathani Lovish Madaan Nicholas Roberts Nikolay Bashlykov Ajay Menon ... Tatiana Shavrina Jakob Foerster Yoram Bachrach William Yang Wang Roberta Raileanu LLMAG 88 7 0 21 Feb 2025
AgentStudio: A Toolkit for Building General Virtual Agents Longtao Zheng Zhiyuan Huang Zhenghai Xue Xinrun Wang Bo An Shuicheng Yan 85 14 0 17 Feb 2025
HARBOR: Exploring Persona Dynamics in Multi-Agent Competition Kenan Jiang Li Xiong Fei Liu 61 0 0 17 Feb 2025
SMART: Self-Aware Agent for Tool Overuse Mitigation Cheng Qian Emre Can Acikgoz H. Wang Xiusi Chen Avirup Sil Dilek Hakkani-Tur Gokhan Tur Heng Ji LLMAG KELM LRM 71 4 0 17 Feb 2025
ResearchArena: Benchmarking Large Language Models' Ability to Collect and Organize Information as Research Agents Hao Kang Chenyan Xiong LLMAG 110 2 0 17 Feb 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
Mimicking the Familiar: Dynamic Command Generation for Information Theft Attacks in LLM Tool-Learning System Ziyou Jiang Mingyang Li Guowei Yang Junjie Wang Yuekai Huang Zhiyuan Chang Qing Wang AAML 54 1 0 17 Feb 2025
Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation Haoyuan Wu Haisheng Zheng Zhuolun He Bei Yu 45 0 0 15 Feb 2025
Implicit Communication of Contextual Information in Human-Robot Collaboration Yan Zhang 34 0 0 09 Feb 2025
Self-Training Large Language Models for Tool-Use Without Demonstrations Ne Luo Aryo Pradipta Gema Xuanli He Emile van Krieken Pietro Lesci Pasquale Minervini LLMAG 67 1 0 09 Feb 2025
The AI Agent Index Stephen Casper Luke Bailey Rosco Hunter Carson Ezell Emma Cabalé ... Phillip J. K. Christoffersen A. Pinar Ozisik Rakshit Trivedi Dylan Hadfield-Menell Noam Kolt 80 5 0 03 Feb 2025
SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task Ziije Zhong Linqing Zhong Zhaoze Sun Qingyun Jin Zengchang Qin Xiaofan Zhang 57 7 0 28 Jan 2025
Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning Yanfang Zhang Yiliu Sun Yibing Zhan Dapeng Tao Dacheng Tao Chen Gong LRM AI4CE LLMAG 94 2 0 28 Jan 2025
PoAct: Policy and Action Dual-Control Agent for Generalized Applications Guozhi Yuan Yong-Jin Liu Jingli Yang Wei Jia Kai Lin Yansong Gao Shan He Zilin Ding Hao Li LLMAG 41 0 0 13 Jan 2025
Generative AI for Cel-Animation: A Survey Yunlong Tang Junjia Guo Pinxin Liu Zhiyuan Wang Hang Hua ... Jing Bi Mingqian Feng Xuzhao Li Zeliang Zhang Chenliang Xu VGen 88 7 0 08 Jan 2025
NesTools: A Dataset for Evaluating Nested Tool Learning Abilities of Large Language Models Han Han Tong Zhu Xiang Zhang Mengsong Wu Hao Xiong Wenliang Chen 33 0 0 08 Jan 2025