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
MMAC-Copilot: Multi-modal Agent Collaboration Operating Copilot Zirui Song Yaohang Li Meng Fang Zhenhao Chen Zecheng Shi Yuan Huang Ling-Hao Chen Xiuying Chen Ling Chen LLMAG 42 1 0 28 Apr 2024
CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving Pei Chen Boran Han Shuai Zhang LRM LLMAG 40 4 0 26 Apr 2024
Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing Ye Tian Baolin Peng Linfeng Song Lifeng Jin Dian Yu Haitao Mi Dong Yu LRM ReLM 55 66 0 18 Apr 2024
On the Empirical Complexity of Reasoning and Planning in LLMs Liwei Kang Zirui Zhao David Hsu Wee Sun Lee LRM 30 5 0 17 Apr 2024
RoT: Enhancing Large Language Models with Reflection on Search Trees Wenyang Hui Kewei Tu LRM 32 6 0 08 Apr 2024
LLM Reasoners: New Evaluation, Library, and Analysis of Step-by-Step Reasoning with Large Language Models Shibo Hao Yi Gu Haotian Luo Tianyang Liu Xiyan Shao ... Haodi Ma Adithya Samavedhi Qiyue Gao Zhen Wang Zhiting Hu LRM ELM 92 24 0 08 Apr 2024
Language Models as Critical Thinking Tools: A Case Study of Philosophers Andre Ye Jared Moore Rose Novick Amy X. Zhang KELM ELM LRM LLMAG 31 8 0 06 Apr 2024
Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra Darioush Kevian U. Syed Xing-ming Guo Aaron J. Havens Geir Dullerud Peter M. Seiler Lianhui Qin Bin Hu ELM 44 29 0 04 Apr 2024
PRobELM: Plausibility Ranking Evaluation for Language Models Moy Yuan Chenxi Whitehouse Eric Chamoun Rami Aly Andreas Vlachos 91 4 0 04 Apr 2024
Empowering Biomedical Discovery with AI Agents Shanghua Gao Ada Fang Yepeng Huang Valentina Giunchiglia Ayush Noori Jonathan Richard Schwarz Yasha Ektefaie Jovana Kondic Marinka Zitnik LLMAG AI4CE 44 67 0 03 Apr 2024
Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models Hyungjoo Chae Yeonghyeon Kim Seungone Kim Kai Tzu-iunn Ong Beong-woo Kwak ... Seonghwan Kim Taeyoon Kwon Jiwan Chung Youngjae Yu Jinyoung Yeo LRM ReLM 37 14 0 03 Apr 2024
Octopus: On-device language model for function calling of software APIs Wei Chen Zhiyuan Li Mingyuan Ma LLMAG 27 14 0 02 Apr 2024
Learning to Plan for Language Modeling from Unlabeled Data Nathan Cornille Marie-Francine Moens Florian Mai 38 7 0 31 Mar 2024
DeFT: Decoding with Flash Tree-attention for Efficient Tree-structured LLM Inference Jinwei Yao Kaiqi Chen Kexun Zhang Jiaxuan You Binhang Yuan Zeke Wang Tao Lin 38 2 0 30 Mar 2024
Enhancing the General Agent Capabilities of Low-Parameter LLMs through Tuning and Multi-Branch Reasoning Qinhao Zhou Zihan Zhang Xiang Xiang Ke Wang Yuchuan Wu Yongbin Li LLMAG LRM 52 5 0 29 Mar 2024
AIOS: LLM Agent Operating System Kai Mei Zelong Li Wujiang Xu Wenyue Hua Mingyu Jin Yongfeng Zhang Shuyuan Xu Ruosong Ye Yingqiang Ge Yongfeng Zhang LLMAG 28 17 0 25 Mar 2024
No more optimization rules: LLM-enabled policy-based multi-modal query optimizer Yifan Wang Haodi Ma Daisy Zhe Wang 36 1 0 20 Mar 2024
Embodied LLM Agents Learn to Cooperate in Organized Teams Xudong Guo Kaixuan Huang Jiale Liu Wenhui Fan Natalia Vélez Qingyun Wu Huazheng Wang Thomas L. Griffiths Mengdi Wang LM&Ro LLMAG 54 38 0 19 Mar 2024
StateFlow: Enhancing LLM Task-Solving through State-Driven Workflows Yiran Wu Tianwei Yue Shaokun Zhang Chi Wang Qingyun Wu 48 20 0 17 Mar 2024
TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision Ruiwen Zhou Yingxuan Yang Kangrui Chen Ying Wen Wenhao Wang Chunling Xi Guoqiang Xu Jiliang Tang Lingjuan Lyu LLMAG 32 8 0 10 Mar 2024
Can Large Language Models Play Games? A Case Study of A Self-Play Approach Hongyi Guo Zhihan Liu Yufeng Zhang Zhaoran Wang LRM 73 6 0 08 Mar 2024
Will GPT-4 Run DOOM? Adrian de Wynter LM&Ro MLLM 46 5 0 08 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 56 7 0 04 Mar 2024
Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding Guangyi Liu Yu Wang Zeyu Feng Qiyu Wu Liping Tang ... Shuguang Cui Julian McAuley Zichao Yang Eric P. Xing Zhiting Hu DiffM 80 3 0 29 Feb 2024
How Can LLM Guide RL? A Value-Based Approach Shenao Zhang Sirui Zheng Shuqi Ke Zhihan Liu Wanxin Jin Jianbo Yuan Yingxiang Yang Hongxia Yang Zhaoran Wang 32 8 0 25 Feb 2024
Brain-Inspired Two-Stage Approach: Enhancing Mathematical Reasoning by Imitating Human Thought Processes Yezeng Chen Zui Chen Yi Zhou LRM 32 2 0 23 Feb 2024
Mirror: A Multiple-perspective Self-Reflection Method for Knowledge-rich Reasoning Hanqi Yan Qinglin Zhu Xinyu Wang Lin Gui Yulan He LRM LLMAG 37 4 0 22 Feb 2024
Are LLMs Effective Negotiators? Systematic Evaluation of the Multifaceted Capabilities of LLMs in Negotiation Dialogues Deuksin Kwon Emily Weiss Tara Kulshrestha Kushal Chawla Gale M. Lucas Jonathan Gratch 51 7 0 21 Feb 2024
Large Language Models for Data Annotation: A Survey Zhen Tan Dawei Li Song Wang Alimohammad Beigi Bohan Jiang Amrita Bhattacharjee Mansooreh Karami Wenlin Yao Lu Cheng Huan Liu SyDa 56 50 0 21 Feb 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
Large Language Model-based Human-Agent Collaboration for Complex Task Solving Xueyang Feng Zhiyuan Chen Yujia Qin Yankai Lin Xu Chen Zhiyuan Liu Zhicheng Dou LLMAG 54 18 0 20 Feb 2024
Reflect-RL: Two-Player Online RL Fine-Tuning for LMs Runlong Zhou Simon S. Du Beibin Li OffRL 47 3 0 20 Feb 2024
WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment Hao Tang Darren Key Kevin Ellis LLMAG 20 27 0 19 Feb 2024
Investigating Multi-Hop Factual Shortcuts in Knowledge Editing of Large Language Models Tianjie Ju Yijin Chen Xinwei Yuan Zhuosheng Zhang Wei Du Yubin Zheng Gongshen Liu KELM 33 7 0 19 Feb 2024
On the Roles of LLMs in Planning: Embedding LLMs into Planning Graphs H. Zhuo Xin Chen Rong Pan 34 2 0 18 Feb 2024
What's the Plan? Evaluating and Developing Planning-Aware Techniques for Language Models Eran Hirsch Guy Uziel Ateret Anaby-Tavor LM&Ro LLMAG 92 2 0 18 Feb 2024
When is Tree Search Useful for LLM Planning? It Depends on the Discriminator Ziru Chen Michael White Raymond Mooney Ali Payani Yu-Chuan Su Huan Sun LLMAG 75 32 0 16 Feb 2024
ChemReasoner: Heuristic Search over a Large Language Model's Knowledge Space using Quantum-Chemical Feedback Henry W Sprueill Carl Edwards Khushbu Agarwal Mariefel V. Olarte Udishnu Sanyal Conrad Johnston Hongbin Liu Heng Ji Sutanay Choudhury LRM 36 7 0 15 Feb 2024
Toward a Team of AI-made Scientists for Scientific Discovery from Gene Expression Data Haoyang Liu Yijiang Li Jinglin Jian Yuxuan Cheng Jianrong Lu Shuyi Guo Jinglei Zhu Mianchen Zhang Miantong Zhang Haohan Wang 19 4 0 15 Feb 2024
Tell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents Cheng Qian Bingxiang He Zhuang Zhong Jia Deng Yujia Qin ... Zhong Zhang Jie Zhou Yankai Lin Zhiyuan Liu Maosong Sun 38 30 0 14 Feb 2024
Learning How To Ask: Cycle-Consistency Refines Prompts in Multimodal Foundation Models Maurice Diesendruck Jianzhe Lin Shima Imani Gayathri Mahalingam Mingyang Xu Jie Zhao 19 1 0 13 Feb 2024
BBox-Adapter: Lightweight Adapting for Black-Box Large Language Models Haotian Sun Yuchen Zhuang Wei Wei Chao Zhang Bo Dai 18 3 0 13 Feb 2024
On the Self-Verification Limitations of Large Language Models on Reasoning and Planning Tasks Kaya Stechly Karthik Valmeekam Subbarao Kambhampati ReLM LRM 36 50 0 12 Feb 2024
Large Language Models as Agents in Two-Player Games Yang Liu Peng Sun Hang Li LLMAG 45 3 0 12 Feb 2024
Towards an Understanding of Stepwise Inference in Transformers: A Synthetic Graph Navigation Model Mikail Khona Maya Okawa Jan Hula Rahul Ramesh Kento Nishi Robert P. Dick Ekdeep Singh Lubana Hidenori Tanaka 46 5 0 12 Feb 2024
Towards Unified Alignment Between Agents, Humans, and Environment Zonghan Yang An Liu Zijun Liu Kai Liu Fangzhou Xiong ... Zhenhe Zhang Fuwen Luo Zhicheng Guo Peng Li Yang Liu 32 4 0 12 Feb 2024
Natural Language Reinforcement Learning Xidong Feng Bo Liu Girish A. Koushik Ziyan Wang Girish A. Koushiks Yali Du Ying Wen Jun Wang OffRL 35 3 0 11 Feb 2024
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding Stefan Dernbach Khushbu Agarwal Alejandro Zuniga Michael Henry Sutanay Choudhury 33 8 0 09 Feb 2024
Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement Muning Wen Junwei Liao Cheng Deng Jun Wang Weinan Zhang Ying Wen 28 1 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 64 68 0 08 Feb 2024