Title
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery Yoel Zimmermann Adib Bazgir Alexander H Al-Feghali Mehrad Ansari L. C. Brinson ... Shang Zhu Jan Janssen Calvin Li Ian Foster Ben Blaiszik 64 0 0 05 May 2025
a1: Steep Test-time Scaling Law via Environment Augmented Generation Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Yuyao Ge Jun Wan Yurong Wu Xueqi Cheng LRM 32 1 0 20 Apr 2025
MCP Bridge: A Lightweight, LLM-Agnostic RESTful Proxy for Model Context Protocol Servers Arash Ahmadi Sarah S. Sharif Y. Banad 24 0 0 11 Apr 2025
Adopting Large Language Models to Automated System Integration Robin D. Pesl 21 0 0 11 Apr 2025
FamilyTool: A Multi-hop Personalized Tool Use Benchmark Yuxin Wang Yiran Guo Y. Zheng Zhangyue Yin Tian Jin Jie Yang Jiajun Chen Xuanjing Huang Xipeng Qiu 24 0 0 09 Apr 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
Benchmarking AI Models in Software Engineering: A Review, Search Tool, and Enhancement Protocol Roham Koohestani Philippe de Bekker M. Izadi VLM 50 0 0 07 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 1 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 82 1 0 03 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
QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search Zongyu Lin Yao Tang Xingcheng Yao Da Yin Ziniu Hu Ningyu Zhang Kai-Wei Chang LRM 50 4 0 04 Feb 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 38 0 0 08 Jan 2025
Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web Hiroki Furuta Yutaka Matsuo Aleksandra Faust Izzeddin Gur CLL 95 14 0 03 Jan 2025
HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Device Scenarios Jun Wang Jiamu Zhou Muning Wen Xiaoyun Mo Haifeng Zhang ... Cheng Jin Xihuai Wang Weinan Zhang Qiuying Peng Jun Wang LLMAG 111 0 0 21 Dec 2024
Action Engine: An LLM-based Framework for Automatic FaaS Workflow Generation Akiharu Esashi Pawissanutt Lertpongrujikorn M. Salehi 79 0 0 29 Nov 2024
A Multi-Agent Approach for REST API Testing with Semantic Graphs and LLM-Driven Inputs Myeongsoo Kim Tyler Stennett Saurabh Sinha Alessandro Orso 43 5 0 11 Nov 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 43 0 0 31 Oct 2024
VoxelPrompt: A Vision-Language Agent for Grounded Medical Image Analysis Andrew Hoopes V. Butoi John Guttag Adrian V. Dalca MedIm LM&MA 35 1 0 10 Oct 2024
AutoFeedback: An LLM-based Framework for Efficient and Accurate API Request Generation Huanxi Liu Jiaqi Liao Dawei Feng Kele Xu Huaimin Wang 168 0 0 09 Oct 2024
A Survey on Complex Tasks for Goal-Directed Interactive Agents Mareike Hartmann Alexander Koller LM&Ro LLMAG 34 0 0 27 Sep 2024
SEAL: Suite for Evaluating API-use of LLMs Woojeong Kim Ashish Jagmohan Aditya Vempaty ELM ALM LLMAG 35 0 0 23 Sep 2024
Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation Chunliang Tao Xiaojing Fan Yahe Yang 40 19 0 18 Sep 2024
NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls Kinjal Basu Ibrahim Abdelaziz Kiran Kate Mayank Agarwal Maxwell Crouse ... Sadhana Kumaravel Saurabh Goyal Luis Lastras Luis A. Lastras Pavan Kapanipathi 33 7 0 04 Sep 2024
Learning to Ask: When LLM Agents Meet Unclear Instruction Wenxuan Wang Juluan Shi Chaozheng Wang Cheryl Lee Chaozheng Wang Cheryl Lee Youliang Yuan Jen-tse Huang Wenxiang Jiao Michael R. Lyu LLMAG 36 8 0 31 Aug 2024
CodeGraph: Enhancing Graph Reasoning of LLMs with Code Qiaolong Cai Zhaowei Wang Shizhe Diao James Kwok Yangqiu Song LRM 51 3 0 25 Aug 2024
Reasoning and Tools for Human-Level Forecasting Elvis Hsieh Preston Fu Jonathan Chen ReLM LLMAG LRM 39 1 0 21 Aug 2024
BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration Noel Crawford Edward B. Duffy Iman Evazzade Torsten Foehr Gregory Robbins D. K. Saha Jiya Varma Marcin Ziolkowski LLMAG 52 3 0 28 Jun 2024
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback Bofei Gao Zefan Cai Runxin Xu Peiyi Wang Ce Zheng ... Chang Zhou Wen Xiao Junjie Hu Tianyu Liu Baobao Chang LRM 48 17 0 20 Jun 2024
Akal Badi ya Bias: An Exploratory Study of Gender Bias in Hindi Language Technology Rishav Hada Safiya Husain Varun Gumma Harshita Diddee Aditya Yadavalli ... Nidhi Kulkarni U. Gadiraju Aditya Vashistha Vivek Seshadri Kalika Bali 51 5 0 10 May 2024
Smurfs: Leveraging Multiple Proficiency Agents with Context-Efficiency for Tool Planning Junzhi Chen Juhao Liang Benyou Wang LLMAG 28 3 0 09 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 84 47 0 23 Apr 2024
A Survey on Knowledge Distillation of Large Language Models Xiaohan Xu Ming Li Chongyang Tao Tao Shen Reynold Cheng Jinyang Li Can Xu Dacheng Tao Dinesh Manocha KELM VLM 44 102 0 20 Feb 2024
SciAgent: Tool-augmented Language Models for Scientific Reasoning Yubo Ma Zhibin Gou Junheng Hao Ruochen Xu Shuohang Wang ... Yujiu Yang Yixin Cao Aixin Sun Hany Awadalla Weizhu Chen RALM LRM LLMAG 45 21 0 18 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 49 15 0 15 Feb 2024
RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses Sahil Girhepuje Siva Sankar Sajeev Purvam Jain Arya Sikder Adithya Rama Varma Ryan George Akshay Govind Srinivasan Mahendra Kurup Ashmit Sinha Sudip Mondal RALM 37 0 0 28 Jan 2024
Small LLMs Are Weak Tool Learners: A Multi-LLM Agent Weizhou Shen Chenliang Li Hongzhan Chen Ming Yan Xiaojun Quan Hehong Chen Ji Zhang Fei Huang LLMAG 45 48 0 14 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 28 54 0 11 Jan 2024
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents Ke Yang Jiateng Liu John Wu Chaoqi Yang Yi R. Fung ... Xu Cao Xingyao Wang Yiquan Wang Chenhui Xu Chengxiang Zhai LLMAG ELM 31 76 0 01 Jan 2024
Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning Filippos Christianos Georgios Papoudakis Matthieu Zimmer Thomas Coste Zhihao Wu ... Yicheng Luo Jianye Hao Kun Shao Haitham Bou-Ammar Jun Wang 30 19 0 22 Dec 2023
ToolTalk: Evaluating Tool-Usage in a Conversational Setting Nicholas Farn Richard Shin LLMAG ELM 40 14 0 15 Nov 2023
Towards End-to-End Embodied Decision Making via Multi-modal Large Language Model: Explorations with GPT4-Vision and Beyond Liang Chen Yichi Zhang Shuhuai Ren Haozhe Zhao Zefan Cai Yuchi Wang Peiyi Wang Tianyu Liu Baobao Chang LM&Ro LLMAG 33 41 0 03 Oct 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 41 1,126 0 22 Aug 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik R. Narasimhan Yuan Cao LLMAG ReLM LRM 273 2,510 0 06 Oct 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 413 8,559 0 28 Jan 2022