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"

37 / 37 papers shown

Title
HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking Runquan Gui Zhilin Wang Jun Wang Chi Ma Huiling Zhen M. Yuan Jianye Hao Defu Lian Enhong Chen Feng Wu LRM 141 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 161 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 144 2 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 142 0 0 15 Apr 2025
LSR-MCTS: Alleviating Long Range Dependency in Code Generation Tingwei Lu Yangning Li Liyuan Wang Binghuai Lin Jiwei Tang ... Wanshi Xu Hai-Tao Zheng Yinghui Li Xin Su Zifei Shan LLMAG 62 0 0 10 Apr 2025
Visual Environment-Interactive Planning for Embodied Complex-Question Answering Ning Lan Baoshan Ou Xuemei Xie G. Shi LM&Ro 69 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 Zhilin Wang Xiaowen Guo Jiecao Chen ReLM ELM LRM 95 4 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 Yongqian Li LM&Ro LM&MA 90 1 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 87 1 0 04 Mar 2025
DISC: Dynamic Decomposition Improves LLM Inference Scaling Jonathan Light Wei Cheng Wu Yue Masafumi Oyamada Mengdi Wang Santiago Paternain Haifeng Chen ReLM LRM 64 2 0 23 Feb 2025
An LLM-based Agent for Reliable Docker Environment Configuration Ruida Hu Chao Peng Xinchen Wang Cuiyun Gao 78 2 0 19 Feb 2025
Atom of Thoughts for Markov LLM Test-Time Scaling Fengwei Teng Zhaoyang Yu Quan Shi Jiayi Zhang Chenglin Wu Yuyu Luo MU LRM 56 14 0 17 Feb 2025
Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving Xin Xu Yan Xu Tianhao Chen Yuchen Yan Chengwu Liu ... Yuhui Wang Yichun Yin Y. Wang Lifeng Shang Qiang Liu LRM 75 2 0 17 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Tengjiao Wang Mengdi Wang ReLM LRM AI4CE 98 10 0 10 Feb 2025
Iterative Deepening Sampling for Large Language Models Weizhe Chen Sven Koenig B. Dilkina LRM ReLM 88 1 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 68 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 68 8 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 76 3 0 03 Feb 2025
Mathematical Language Models: A Survey Wei Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 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 97 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 109 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 56 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 59 4 0 14 Oct 2024
Benchmarking Large Language Model Uncertainty for Prompt Optimization Pei-Fu Guo Yun-Da Tsai Shou-De Lin ELM LRM 32 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 69 15 0 01 Aug 2024
Effective Large Language Model Debugging with Best-first Tree Search Jialin Song Jonathan Raiman Bryan Catanzaro LRM 48 0 0 26 Jul 2024
AI Agents That Matter Sayash Kapoor Benedikt Stroebl Zachary S. Siegel Nitya Nadgir Arvind Narayanan 49 36 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 46 9 0 10 Jun 2024
Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step Li Zhong Zilong Wang Jingbo Shang 29 47 0 25 Feb 2024
Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity Kaiqu Liang Zixu Zhang J. F. Fisac LLMAG 49 6 0 09 Feb 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 35 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 24 26 0 12 Dec 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 42 53 0 20 Nov 2023
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 121 275 0 03 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 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 314 3,248 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 389 8,495 0 28 Jan 2022