Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

6 October 2023

Xiaoxiao Sun

Yang Yang

Michal Shlapentokh-Rothman

Papers citing "Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models"

31 / 31 papers shown

Title
HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking Runquan Gui Z. Wang J. Wang Chi Ma Huiling Zhen M. Yuan Jianye Hao Defu Lian Enhong Chen Feng Wu LRM 44 0 0 05 May 2025
WebEvolver: Enhancing Web Agent Self-Improvement with Coevolving World Model Tianqing Fang H. M. Zhang Z. Zhang Kaixin Ma W. Yu Haitao Mi Dong Yu LLMAG KELM 99 0 0 23 Apr 2025
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Shang Qu Li Sheng Xuekai Zhu Biqing Qi Youbang Sun Ganqu Cui Ning Ding Bowen Zhou OffRL 35 1 0 22 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 41 0 0 15 Apr 2025
From Token to Line: Enhancing Code Generation with a Long-Term Perspective Tingwei Lu Yangning Li Liyuan Wang Binghuai Lin Jiwei Tang ... Hai-tao Zheng Yinghui Li Bingxu An Zhao Wei Y. Xu LLMAG 57 0 0 10 Apr 2025
Visual Environment-Interactive Planning for Embodied Complex-Question Answering Ning Lan Baoshan Ou Xuemei Xie G. Shi LM&Ro 57 1 0 01 Apr 2025
Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? Kai Yan Yufei Xu Zhengyin Du Xuesong Yao Z. Wang Xiaowen Guo Jiecao Chen ReLM ELM LRM 87 3 0 01 Apr 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 Y. Li LM&Ro LM&MA 76 0 0 07 Mar 2025
Generator-Assistant Stepwise Rollback Framework for Large Language Model Agent Xingzuo Li Kehai Chen Yunfei Long X. Bai Yong-mei Xu Min Zhang LRM LLMAG 75 1 0 04 Mar 2025
An LLM-based Agent for Reliable Docker Environment Configuration Ruida Hu Chao Peng Xinchen Wang Cuiyun Gao 62 2 0 19 Feb 2025
Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving Xin Xu Yan Xu Tianhao Chen Yuchen Yan Chengwu Liu ... Y. Wang Yichun Yin Y. Wang Lifeng Shang Q. Liu LRM 59 2 0 17 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Bin Cui Mengdi Wang ReLM LRM AI4CE 94 10 0 10 Feb 2025
Iterative Deepening Sampling for Large Language Models Weizhe Chen Sven Koenig B. Dilkina LRM ReLM 88 0 0 08 Feb 2025
CODESIM: Multi-Agent Code Generation and Problem Solving through Simulation-Driven Planning and Debugging Md. Ashraful Islam Mohammed Eunus Ali Md. Rizwan Parvez LLMAG 64 2 0 08 Feb 2025
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Jinyang Wu Mingkuan Feng Shuai Zhang Ruihan Jin Feihu Che Zengqi Wen J. Tao LRM 57 7 0 04 Feb 2025
A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods Isha Puri Shivchander Sudalairaj Guangxuan Xu Kai Xu Akash Srivastava LRM 74 3 0 03 Feb 2025
Mathematical Language Models: A Survey W. Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 71 12 0 03 Jan 2025
Cocoa: Co-Planning and Co-Execution with AI Agents K. J. Kevin Feng Kevin Pu Matt Latzke Tal August Pao Siangliulue Jonathan Bragg Daniel S. Weld Amy X. Zhang Joseph Chee Chang LM&Ro LLMAG 87 4 0 14 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 96 9 0 06 Dec 2024
A Deep Dive Into Large Language Model Code Generation Mistakes: What and Why? QiHong Chen Jiawei Li Jiecheng Deng Jiachen Yu Justin Tian Jin Chen Iftekhar Ahmed 42 0 0 03 Nov 2024
Denial-of-Service Poisoning Attacks against Large Language Models Kuofeng Gao Tianyu Pang Chao Du Yong Yang Shu-Tao Xia Min-Bin Lin SILM AAML 47 14 0 14 Oct 2024
Benchmarking Large Language Model Uncertainty for Prompt Optimization Pei-Fu Guo Yun-Da Tsai Shou-De Lin ELM LRM 16 1 0 16 Sep 2024
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation Mengkang Hu Yixiao Wang Can Xu Lingfeng Sun Chensheng Peng T. Hannagan Nicola Poerio Saravan Rajmohan LM&Ro LLMAG 58 14 0 01 Aug 2024
AI Agents That Matter Sayash Kapoor Benedikt Stroebl Zachary S. Siegel Nitya Nadgir Arvind Narayanan 35 32 0 01 Jul 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 29 8 0 10 Jun 2024
DebugBench: Evaluating Debugging Capability of Large Language Models Runchu Tian Yining Ye Yujia Qin Xin Cong Yankai Lin ... Yesai Wu Haotian Hui Weichuan Liu Zhiyuan Liu Maosong Sun ELM 19 28 0 09 Jan 2024
AI capabilities can be significantly improved without expensive retraining Tom Davidson Jean-Stanislas Denain Pablo Villalobos Guillem Bas OffRL VLM 21 26 0 12 Dec 2023
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 116 270 0 03 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 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 315 8,261 0 28 Jan 2022