Title
Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement Muning Wen Junwei Liao Cheng Deng Jun Wang Weinan Zhang Ying Wen 234 6 0 09 Feb 2024
UFO: A UI-Focused Agent for Windows OS Interaction Chaoyun Zhang Liqun Li Shilin He Xu Zhang Bo Qiao ... Yu Kang Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang LLMAG 450 123 0 08 Feb 2024
Beyond Lines and Circles: Unveiling the Geometric Reasoning Gap in Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Spyridon Mouselinos Henryk Michalewski Mateusz Malinowski LRM 169 11 0 06 Feb 2024
Self-Discover: Large Language Models Self-Compose Reasoning StructuresNeural Information Processing Systems (NeurIPS), 2024 Pei Zhou Jay Pujara Xiang Ren Xinyun Chen Heng-Tze Cheng Quoc V. Le Ed H. Chi Denny Zhou Swaroop Mishra Huaixiu Steven Zheng LRM ReLM 218 82 0 06 Feb 2024
Uncertainty of Thoughts: Uncertainty-Aware Planning Enhances Information Seeking in Large Language Models Zhiyuan Hu Chumin Liu Xidong Feng Yilun Zhao See-Kiong Ng Anh Tuan Luu Junxian He Pang Wei Koh Bryan Hooi LRM 140 21 0 05 Feb 2024
Understanding the planning of LLM agents: A survey Xu Huang Weiwen Liu Xiaolong Chen Xingmei Wang Hao Wang Defu Lian Yasheng Wang Ruiming Tang Enhong Chen LLMAG LM&Ro 298 334 0 05 Feb 2024
Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning D. Bhattacharjya Junkyu Lee Don Joven Agravante Balaji Ganesan Radu Marinescu LLMAG 184 2 0 02 Feb 2024
LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks Subbarao Kambhampati Kaya Stechly L. Guan Mudit Verma Kaya Stechly Siddhant Bhambri Lucas Saldyt Anil Murthy LRM 486 164 0 02 Feb 2024
Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing Fangkai Jiao Chengwei Qin Zhengyuan Liu Nancy F. Chen Shafiq Joty LRM 200 49 0 01 Feb 2024
Efficient Tool Use with Chain-of-Abstraction Reasoning Silin Gao Jane Dwivedi-Yu Ping Yu X. Tan Ramakanth Pasunuru O. Yu. Golovneva Koustuv Sinha Asli Celikyilmaz Antoine Bosselut Tianlu Wang LRM 310 33 0 30 Jan 2024
CognitiveOS: Large Multimodal Model based System to Endow Any Type of Robot with Generative AIIEEE International Conference on Robotics and Automation (ICRA), 2024 Artem Lykov Mikhail Konenkov Koffivi Fidele Gbagbe Mikhail Litvinov D. Davletshin A. Fedoseev Miguel Altamirano Cabrera Robinroy Peter Dzmitry Tsetserukou LM&Ro 164 8 0 29 Jan 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 175 1 0 28 Jan 2024
Towards Goal-oriented Prompt Engineering for Large Language Models: A Survey Haochen Li Jonathan Leung Zhiqi Shen LM&MA LLMAG LRM 248 4 0 25 Jan 2024
Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding Mirac Suzgun Adam Tauman Kalai KELM LRM LLMAG ReLM 223 108 0 23 Jan 2024
CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents Siyuan Qi Shuo Chen Yexin Li Xiangyu Kong Junqi Wang ... Zhaowei Zhang Nian Liu Wei Wang Yaodong Yang Song-Chun Zhu AI4CE LRM 332 30 0 19 Jan 2024
CognitiveDog: Large Multimodal Model Based System to Translate Vision and Language into Action of Quadruped RobotIEEE/ACM International Conference on Human-Robot Interaction (HRI), 2024 Artem Lykov Mikhail Litvinov Mikhail Konenkov Rinat Prochii Nikita Burtsev Ali Alridha Abdulkarim Artem Bazhenov Vladimir Berman Dzmitry Tsetserukou VLM LM&Ro 83 24 0 17 Jan 2024
Code Simulation Challenges for Large Language Models Emanuele La Malfa Christoph Weinhuber Orazio Torre Fangru Lin Samuele Marro Anthony Cohn Nigel Shadbolt Michael Wooldridge LLMAG LRM 251 10 0 17 Jan 2024
A Study on Training and Developing Large Language Models for Behavior Tree Generation Fu Li Xueying Wang Bin Li Yunlong Wu Yanzhen Wang Xiaodong Yi 205 9 0 16 Jan 2024
Self-Imagine: Effective Unimodal Reasoning with Multimodal Models using Self-Imagination Syeda Nahida Akter Aman Madaan Sangwu Lee Yiming Yang Eric Nyberg ReLM VLM LRM 259 5 0 16 Jan 2024
EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health RecordsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Wenqi Shi Ran Xu Yuchen Zhuang Yue Yu Jieyu Zhang Hang Wu Yuanda Zhu Joyce C. Ho Carl Yang Hang Wu 141 70 0 13 Jan 2024
Open Models, Closed Minds? On Agents Capabilities in Mimicking Human Personalities through Open Large Language ModelsAAAI Conference on Artificial Intelligence (AAAI), 2024 Lucio La Cava Andrea Tagarelli LLMAG AI4CE 333 24 0 13 Jan 2024
Large Language Models Can Learn Temporal ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Siheng Xiong Ali Payani Ramana Rao Kompella Faramarz Fekri LRM 411 138 0 12 Jan 2024
Graph-of-Thought: Utilizing Large Language Models to Solve Complex and Dynamic Business ProblemsAdvances in Artificial Intelligence and Machine Learning (AAIML), 2024 Ye Li AI4CE 85 1 0 10 Jan 2024
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table UnderstandingInternational Conference on Learning Representations (ICLR), 2024 Zilong Wang Hao Zhang Chun-Liang Li Julian Martin Eisenschlos Vincent Perot ... Lesly Miculicich Yasuhisa Fujii Jingbo Shang Chen-Yu Lee Tomas Pfister ReLM LMTD LRM 179 186 0 09 Jan 2024
On the Prospects of Incorporating Large Language Models (LLMs) in Automated Planning and Scheduling (APS) Vishal Pallagani Kaushik Roy Bharath Muppasani F. Fabiano Andrea Loreggia K. Murugesan Biplav Srivastava F. Rossi L. Horesh Amit P. Sheth 341 60 0 04 Jan 2024
State Machine of Thoughts: Leveraging Past Reasoning Trajectories for Enhancing Problem Solving Jia Liu Jie Shuai Xiyao Li LRM 184 3 0 29 Dec 2023
A Simple LLM Framework for Long-Range Video Question-Answering Ce Zhang Taixi Lu Md. Mohaiminul Islam Ziyang Wang Shoubin Yu Mohit Bansal Gedas Bertasius 347 149 0 28 Dec 2023
Enhancing Open-Domain Task-Solving Capability of LLMs via Autonomous Tool Integration from GitHub Bohan Lyu Xin Cong Heyang Yu Pan Yang Yujia Qin ... Zhong Zhang Shi Yu Y. Lin Zhiyuan Liu Maosong Sun LLMAG 230 5 0 28 Dec 2023
Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning Filippos Christianos Georgios Papoudakis Matthieu Zimmer Thomas Coste Zhihao Wu ... Yicheng Luo Jianye Hao Youssef Attia El Hili Haitham Bou-Ammar Jun Wang 217 26 0 22 Dec 2023
SimLM: Can Language Models Infer Parameters of Physical Systems? Sean Memery Mirella Lapata Kartic Subr LRM AI4CE 220 3 0 21 Dec 2023
AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation Dong Huang Jie M.Zhang Michael Luck Qi Bu Yuhao Qing Heming Cui LLMAG 203 0 0 20 Dec 2023
A Survey of Reasoning with Foundation Models Jiankai Sun Chuanyang Zheng Enze Xie Zhengying Liu Ruihang Chu ... Xipeng Qiu Yi-Chen Guo Hui Xiong Qun Liu Zhenguo Li ReLM LRM AI4CE 532 47 0 17 Dec 2023
Mixed Distillation Helps Smaller Language Model Better Reasoning Chenglin Li Qianglong Chen Liangyue Li Wang Caiyu Yicheng Li Zhang Yin Yin Zhang LRM 219 19 0 17 Dec 2023
Modeling Complex Mathematical Reasoning via Large Language Model based MathAgent Haoran Liao Qinyi Du Shaohua Hu Hao He Yanyan Xu Jidong Tian Yaohui Jin LRM AI4CE 173 2 0 14 Dec 2023
Toward General-Purpose Robots via Foundation Models: A Survey and Meta-Analysis Yafei Hu Quanting Xie Vidhi Jain Jonathan M Francis Jay Patrikar ... Xiaolong Wang Sebastian A. Scherer Z. Kira Fei Xia Yonatan Bisk LM&Ro AI4CE 386 116 0 14 Dec 2023
Language Models, Agent Models, and World Models: The LAW for Machine Reasoning and Planning Zhiting Hu Tianmin Shu LLMAG LM&Ro LRM 298 47 0 08 Dec 2023
PathFinder: Guided Search over Multi-Step Reasoning Paths O. Yu. Golovneva Sean O'Brien Ramakanth Pasunuru Tianlu Wang Luke Zettlemoyer Maryam Fazel-Zarandi Asli Celikyilmaz LRM 203 11 0 08 Dec 2023
Controlling Large Language Model-based Agents for Large-Scale Decision-Making: An Actor-Critic Approach Bin Zhang Hangyu Mao Jingqing Ruan Ying Wen Yang Li ... Dapeng Li Ziyue Li Rui Zhao Lijuan Li Guoliang Fan LM&Ro LLMAG 255 49 0 23 Nov 2023
AlignedCoT: Prompting Large Language Models via Native-Speaking DemonstrationsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Zhicheng YANG Yinya Huang Jing Xiong Liang Feng Xiaodan Liang Yiwei Wang Jing Tang LRM 235 2 0 22 Nov 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 317 89 0 20 Nov 2023
OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning Fei Yu Anningzhe Gao Benyou Wang OffRL LRM 200 80 0 16 Nov 2023
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 250 3 0 15 Nov 2023
MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and CollaborationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Lin Xu Zhiyuan Hu Daquan Zhou Hongyu Ren Zhen Dong Kurt Keutzer See Kiong Ng Jiashi Feng LRM LLMAG ELM 163 51 0 14 Nov 2023
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A SurveyNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Garima Agrawal Tharindu Kumarage Zeyad Alghami Huanmin Liu 270 140 0 14 Nov 2023
Large Language Models for Robotics: A Survey Fanlong Zeng Wensheng Gan Zezheng Huai Lichao Sun Hechang Chen Yongheng Wang Ning Liu Philip S. Yu LM&Ro 312 191 0 13 Nov 2023
Everything of Thoughts: Defying the Law of Penrose Triangle for Thought GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Ruomeng Ding Chaoyun Zhang Lu Wang Yong Xu Ming-Jie Ma Wei Zhang Si Qin Saravan Rajmohan Qingwei Lin Dongmei Zhang LRM 273 82 0 07 Nov 2023
ProAgent: From Robotic Process Automation to Agentic Process Automation Yining Ye Xin Cong Shizuo Tian Jian Cao Hao Wang ... Heyang Yu Huadong Wang Yankai Lin Zhiyuan Liu Maosong Sun AI4CE 265 25 0 02 Nov 2023
Plug-and-Play Policy Planner for Large Language Model Powered Dialogue AgentsInternational Conference on Learning Representations (ICLR), 2023 Yang Deng Wenxuan Zhang Wai Lam See-Kiong Ng Tat-Seng Chua LM&Ro LLMAG 328 68 0 01 Nov 2023
AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent InteractionInternational Conference on Natural Language Generation (INLG), 2023 Zhe Hu Hou Pong Chan Yu Yin LRM 125 10 0 31 Oct 2023
Ask more, know better: Reinforce-Learned Prompt Questions for Decision Making with Large Language Models Xue Yan Yan Song Xinyu Cui Filippos Christianos Haifeng Zhang D. Mguni Jun Wang LRM 329 8 0 27 Oct 2023