Reasoning with Language Model is Planning with World Model

24 May 2023

Papers citing "Reasoning with Language Model is Planning with World Model"

50 / 403 papers shown

Title
ToolChain: Efficient Action Space Navigation in Large Language Models with A Search Yuchen Zhuang Xiang Chen Tong Yu Saayan Mitra Victor S. Bursztyn Ryan A. Rossi Somdeb Sarkhel Chao Zhang LLMAG 36 53 0 20 Oct 2023
Let's reward step by step: Step-Level reward model as the Navigators for Reasoning Qianli Ma Haotian Zhou Tingkai Liu Jianbo Yuan Pengfei Liu Yang You Hongxia Yang LRM 35 43 0 16 Oct 2023
Tree-Planner: Efficient Close-loop Task Planning with Large Language Models Mengkang Hu Yao Mu Xinmiao Yu Mingyu Ding Shiguang Wu Wenqi Shao Qiguang Chen Bin Wang Yu Qiao Ping Luo LLMAG 47 33 0 12 Oct 2023
Large Language Models can Learn Rules Zhaocheng Zhu Yuan Xue Xinyun Chen Denny Zhou Jian Tang Dale Schuurmans Hanjun Dai LRM ReLM 41 63 0 10 Oct 2023
How (not) to ensemble LVLMs for VQA Lisa Alazraki Lluis Castrejon Mostafa Dehghani Fantine Huot J. Uijlings Thomas Mensink 35 3 0 10 Oct 2023
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models Xiaoxiao Sun Yang Yang Michal Shlapentokh-Rothman Haohan Wang Yu-xiong Wang LRM AI4CE LM&Ro LLMAG 39 184 0 06 Oct 2023
Amortizing intractable inference in large language models Marvin Schmitt Moksh Jain Daniel Habermann Younesse Kaddar Ullrich Kothe Stefan T. Radev Nikolay Malkin AIFin BDL 32 47 0 06 Oct 2023
How FaR Are Large Language Models From Agents with Theory-of-Mind? Pei Zhou Aman Madaan Srividya Pranavi Potharaju Aditya Gupta Kevin R. McKee ... Xiang Ren Swaroop Mishra Aida Nematzadeh Shyam Upadhyay Manaal Faruqui LRM AI4CE 29 48 0 04 Oct 2023
Large Language Models as Analogical Reasoners Michihiro Yasunaga Xinyun Chen Yujia Li Panupong Pasupat J. Leskovec Percy Liang Ed H. Chi Denny Zhou ReLM LRM 29 77 0 03 Oct 2023
Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency Zhihan Liu Hao Hu Shenao Zhang Hongyi Guo Shuqi Ke Boyi Liu Zhaoran Wang LLMAG LRM 36 33 0 29 Sep 2023
Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training Xidong Feng Bo Liu Muning Wen Stephen Marcus McAleer Ying Wen Weinan Zhang Jun Wang LRM AI4CE 38 159 0 29 Sep 2023
Language Models as a Service: Overview of a New Paradigm and its Challenges Emanuele La Malfa Aleksandar Petrov Simon Frieder Christoph Weinhuber Ryan Burnell Raza Nazar Anthony Cohn Nigel Shadbolt Michael Wooldridge ALM ELM 35 3 0 28 Sep 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yu Liu Bing Qin Ting Liu LRM AI4CE 37 153 0 27 Sep 2023
Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding Jiacheng Liu Andrew Cohen Ramakanth Pasunuru Yejin Choi Hannaneh Hajishirzi Asli Celikyilmaz 21 24 0 26 Sep 2023
SurrealDriver: Designing Generative Driver Agent Simulation Framework in Urban Contexts based on Large Language Model Ye Jin Xiaoxi Shen Huiling Peng Xiaoan Liu Jingli Qin Jiayang Li Jintao Xie Peizhong Gao Guyue Zhou Jiangtao Gong LLMAG 39 8 0 22 Sep 2023
Text2Reward: Reward Shaping with Language Models for Reinforcement Learning Tianbao Xie Siheng Zhao Chen Henry Wu Yitao Liu Qian Luo Victor Zhong Yanchao Yang Tao Yu LM&Ro 50 48 0 20 Sep 2023
Reasoning about the Unseen for Efficient Outdoor Object Navigation Quanting Xie Tianyi Zhang Kedi Xu Matthew Johnson-Roberson Yonatan Bisk LRM 58 11 0 18 Sep 2023
EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning Rajasekhar Reddy Mekala Yasaman Razeghi Sameer Singh LRM 33 10 0 16 Sep 2023
Chain-of-Thought Reasoning is a Policy Improvement Operator Hugh Zhang David C. Parkes ReLM LM&Ro LRM 25 12 0 15 Sep 2023
Cognitive Architectures for Language Agents T. Sumers Shunyu Yao Karthik Narasimhan Thomas L. Griffiths LLMAG LM&Ro 56 154 0 05 Sep 2023
No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function Haotian Xu LRM 38 12 0 01 Sep 2023
SayCanPay: Heuristic Planning with Large Language Models using Learnable Domain Knowledge Rishi Hazra Pedro Zuidberg Dos Martires Luc de Raedt LM&Ro LLMAG 18 31 0 24 Aug 2023
Rational Decision-Making Agent with Internalized Utility Judgment Yining Ye Xin Cong Shizuo Tian Yujia Qin Chong Liu Yankai Lin Zhiyuan Liu Maosong Sun LLMAG 32 9 0 24 Aug 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
ProAgent: Building Proactive Cooperative Agents with Large Language Models Ceyao Zhang Kaijie Yang Siyi Hu Zihao Wang Guanghe Li ... Xiaojun Chang Junge Zhang Feng Yin Yitao Liang Yaodong Yang LM&Ro LLMAG 35 71 0 22 Aug 2023
ExpeL: LLM Agents Are Experiential Learners Andrew Zhao Daniel Huang Quentin Xu Matthieu Lin Yong-Jin Liu Gao Huang LLMAG 22 196 0 20 Aug 2023
CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation Dong Huang Qi Bu Yuhao Qing Heming Cui LRM 32 16 0 17 Aug 2023
CMD: a framework for Context-aware Model self-Detoxification Zecheng Tang Keyan Zhou Juntao Li Yuyang Ding Pinzheng Wang Bowen Yan Minzhang MU 23 5 0 16 Aug 2023
Dynamic Planning with a LLM Gautier Dagan Frank Keller A. Lascarides LLMAG 92 35 0 11 Aug 2023
BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents Zhiwei Liu Weiran Yao Jianguo Zhang Le Xue Shelby Heinecke ... Ran Xu P. Mùi Haiquan Wang Caiming Xiong Silvio Savarese LLMAG 36 83 0 11 Aug 2023
Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies Liangming Pan Michael Stephen Saxon Wenda Xu Deepak Nathani Xinyi Wang William Yang Wang KELM LRM 47 201 0 06 Aug 2023
Pre-Trained Large Language Models for Industrial Control Lei Song Chuheng Zhang Li Zhao Jiang Bian LM&Ro AI4CE 32 12 0 06 Aug 2023
Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization Weiran Yao Shelby Heinecke Juan Carlos Niebles Zhiwei Liu Yihao Feng ... Ran Xu P. Mùi Haiquan Wang Caiming Xiong Silvio Savarese LLMAG LM&Ro 33 74 0 04 Aug 2023
REX: Rapid Exploration and eXploitation for AI Agents Rithesh Murthy Shelby Heinecke Juan Carlos Niebles Zhiwei Liu Le Xue ... Ran Xu P. Mùi Haiquan Wang Caiming Xiong Silvio Savarese OffRL 26 8 0 18 Jul 2023
GeoGPT: Understanding and Processing Geospatial Tasks through An Autonomous GPT Yifan Zhang Cheng Wei Shangyou Wu Zhengting He Wenhao Yu 41 29 0 16 Jul 2023
A Comprehensive Overview of Large Language Models Humza Naveed Asad Ullah Khan Shi Qiu Muhammad Saqib Saeed Anwar Muhammad Usman Naveed Akhtar Nick Barnes Ajmal Mian OffRL 70 529 0 12 Jul 2023
Joint Prompt Optimization of Stacked LLMs using Variational Inference Alessandro Sordoni Xingdi Yuan Marc-Alexandre Côté Matheus Pereira Adam Trischler Ziang Xiao Arian Hosseini Friederike Niedtner Nicolas Le Roux 33 27 0 21 Jun 2023
ChatDB: Augmenting LLMs with Databases as Their Symbolic Memory Chenxu Hu Jie Fu Chenzhuang Du Simian Luo J. Zhao Hang Zhao KELM LLMAG 32 105 0 06 Jun 2023
Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning L. Guan Karthik Valmeekam S. Sreedharan Subbarao Kambhampati LLMAG 24 162 0 24 May 2023
Large Language Models as Commonsense Knowledge for Large-Scale Task Planning Zirui Zhao W. Lee David Hsu LRM LLMAG LM&Ro 41 198 0 23 May 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings Shibo Hao Tianyang Liu Zhen Wang Zhiting Hu RALM LLMAG 60 173 0 19 May 2023
Language Models Meet World Models: Embodied Experiences Enhance Language Models Jiannan Xiang Tianhua Tao Yi Gu Tianmin Shu Zirui Wang Zichao Yang Zhiting Hu ALM LLMAG LM&Ro CLL 36 94 0 18 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas L. Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 39 1,751 0 17 May 2023
GPT is becoming a Turing machine: Here are some ways to program it A. Jojic Zhen Wang Nebojsa Jojic LRM 57 17 0 25 Mar 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 322 3,021 0 22 Mar 2023
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 123 277 0 03 Oct 2022
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models Ishika Singh Valts Blukis Arsalan Mousavian Ankit Goyal Danfei Xu Jonathan Tremblay Dieter Fox Jesse Thomason Animesh Garg LM&Ro LLMAG 120 626 0 22 Sep 2022
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models Shibo Hao Bowen Tan Kaiwen Tang Bin Ni Xiyan Shao Hengzhe Zhang Eric P. Xing Zhiting Hu 32 26 0 28 Jun 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
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 229 190 0 24 May 2022