Reasoning with Language Model is Planning with World Model

24 May 2023

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

50 / 371 papers shown

Title
Dynamic Planning for LLM-based Graphical User Interface Automation Shaoqing Zhang Zhuosheng Zhang Kehai Chen Xinbei Ma Muyun Yang Tiejun Zhao Min Zhang LLMAG 29 7 0 01 Oct 2024
Probing Mechanical Reasoning in Large Vision Language Models Haoran Sun Qingying Gao Haiyun Lyu Dezhi Luo Yijiang Li Hokin Deng LRM 33 2 0 01 Oct 2024
Vision Language Models See What You Want but not What You See Qingying Gao Yijiang Li Haiyun Lyu Haoran Sun Dezhi Luo Hokin Deng LRM VLM 32 3 0 01 Oct 2024
Zero-Shot Multi-Hop Question Answering via Monte-Carlo Tree Search with Large Language Models Seongmin Lee Jaewook Shin Youngjin Ahn Seokin Seo Ohjoon Kwon Kee-Eung Kim LRM 11 0 0 28 Sep 2024
Fast and Accurate Task Planning using Neuro-Symbolic Language Models and Multi-level Goal Decomposition Minseo Kwon Yaesol Kim Young J. Kim 16 3 0 28 Sep 2024
BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search Linzhuang Sun Hao Liang Jingxuan Wei Bihui Yu Conghui He Zenan Zhou Wentao Zhang 16 4 0 26 Sep 2024
BeSimulator: A Large Language Model Powered Text-based Behavior Simulator Jianan Wang Bin Li Xueying Wang Fu Li Yunlong Wu Juan Chen Xiaodong Yi LM&Ro 21 0 0 24 Sep 2024
Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale Tianyue Ou Frank F. Xu Aman Madaan J. Liu Robert Lo Abishek Sridhar Sudipta Sengupta Dan Roth Graham Neubig Shuyan Zhou OffRL 25 9 0 24 Sep 2024
Can-Do! A Dataset and Neuro-Symbolic Grounded Framework for Embodied Planning with Large Multimodal Models Yew Ken Chia Qi Sun Lidong Bing Soujanya Poria LM&Ro 29 1 0 22 Sep 2024
CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency Kangsheng Wang Xiao Zhang Zizheng Guo Tianyu Hu Huimin Ma LRM 34 5 0 20 Sep 2024
What Would You Ask When You First Saw $a^2+b^2=c^2$ ? Evaluating LLM on Curiosity-Driven Questioning Shashidhar Reddy Javaji Zining Zhu ELM ALM 25 0 0 19 Sep 2024
Textualized Agent-Style Reasoning for Complex Tasks by Multiple Round LLM Generation Chen Liang Zhifan Feng Zihe Liu Wenbin Jiang Jinan Xu Yufeng Chen Yong Wang LLMAG LRM 18 0 0 19 Sep 2024
Making Large Language Models into World Models with Precondition and Effect Knowledge Kaige Xie Ian Yang John Gunerli Mark Riedl 24 5 0 18 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 108 79 0 18 Sep 2024
Hackphyr: A Local Fine-Tuned LLM Agent for Network Security Environments M. Rigaki C. Catania Sebastian Garcia LLMAG 19 3 0 17 Sep 2024
Reasoning Graph Enhanced Exemplars Retrieval for In-Context Learning Yukang Lin Bingchen Zhong Shuoran Jiang Joanna Siebert Qingcai Chen RALM ReLM LRM 18 0 0 17 Sep 2024
Enhancing Decision-Making for LLM Agents via Step-Level Q-Value Models Yuanzhao Zhai Tingkai Yang Kele Xu Feng Dawei Cheng Yang Bo Ding Huaimin Wang 32 9 0 14 Sep 2024
E2CL: Exploration-based Error Correction Learning for Embodied Agents Hanlin Wang Chak Tou Leong Jian Wang Wenjie Li 27 1 0 05 Sep 2024
LASP: Surveying the State-of-the-Art in Large Language Model-Assisted AI Planning Haoming Li Zhaoliang Chen Jonathan Zhang Fei Liu LM&Ro LLMAG LRM 39 4 0 03 Sep 2024
WebPilot: A Versatile and Autonomous Multi-Agent System for Web Task Execution with Strategic Exploration Yao Zhang Zijian Ma Yunpu Ma Zhen Han Yu Wu Volker Tresp LLMAG 38 22 0 28 Aug 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 74 11 0 16 Aug 2024
Does Reasoning Emerge? Examining the Probabilities of Causation in Large Language Models Javier González Aditya V. Nori LRM 42 2 0 15 Aug 2024
Perceive, Reflect, and Plan: Designing LLM Agent for Goal-Directed City Navigation without Instructions Qingbin Zeng Qinglong Yang Shunan Dong Heming Du Liang Zheng Fengli Xu Yong Li LLMAG LM&Ro 24 8 0 08 Aug 2024
A Taxonomy of Architecture Options for Foundation Model-based Agents: Analysis and Decision Model Jingwen Zhou Qinghua Lu Jieshan Chen Liming Zhu Xiwei Xu Zhenchang Xing Stefan Harrer 36 0 0 06 Aug 2024
ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning Y. Wang Alan Yuille Zhuowan Li Zilong Zheng LRM 32 2 0 05 Aug 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 60 14 0 01 Aug 2024
Can LLMs "Reason" in Music? An Evaluation of LLMs' Capability of Music Understanding and Generation Ziya Zhou Yuhang Wu Zhiyue Wu Xinyue Zhang Ruibin Yuan Yi Ma Lu Wang Emmanouil Benetos Wei Xue Yi-Ting Guo LRM 35 2 0 31 Jul 2024
Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI Y. Liu Weixing Chen Yongjie Bai Xiaodan Liang Guanbin Li Wen Gao Liang Lin LM&Ro SyDa AI4CE 48 27 0 09 Jul 2024
FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making Yangyang Yu Zhiyuan Yao Haohang Li Zhiyang Deng Yupeng Cao ... Guojun Xiong Yueru He Jimin Huang Dong Li Qianqian Xie AIFin LLMAG 34 13 0 09 Jul 2024
Enhancing Language Model Rationality with Bi-Directional Deliberation Reasoning Yadong Zhang Shaoguang Mao Wenshan Wu Yan Xia Tao Ge Man Lan Furu Wei 48 1 0 08 Jul 2024
Uncertainty-Guided Optimization on Large Language Model Search Trees Julia Grosse Ruotian Wu Ahmad Rashid Philipp Hennig Pascal Poupart Agustinus Kristiadi 24 1 0 04 Jul 2024
VSP: Assessing the dual challenges of perception and reasoning in spatial planning tasks for VLMs Qiucheng Wu Handong Zhao Michael Stephen Saxon T. Bui William Yang Wang Yang Zhang Shiyu Chang CoGe 36 4 0 02 Jul 2024
AutoFlow: Automated Workflow Generation for Large Language Model Agents Zelong Li Shuyuan Xu Kai Mei Wenyue Hua Balaji Rama Om Raheja Hao Wang He Zhu Yongfeng Zhang AIFin AI4CE LLMAG 22 12 0 01 Jul 2024
Tree Search for Language Model Agents Jing Yu Koh Stephen Marcus McAleer Daniel Fried Ruslan Salakhutdinov LM&Ro LLMAG LRM 46 56 0 01 Jul 2024
TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models' Theory-of-Mind Guiyang Hou Wenqi Zhang Yongliang Shen Linjuan Wu Weiming Lu LRM AI4CE 33 7 0 01 Jul 2024
Advancing Process Verification for Large Language Models via Tree-Based Preference Learning Mingqian He Yongliang Shen Wenqi Zhang Zeqi Tan Weiming Lu LRM 35 5 0 29 Jun 2024
From RAG to RICHES: Retrieval Interlaced with Sequence Generation Palak Jain Livio Baldini Soares Tom Kwiatkowski VLM 16 4 0 29 Jun 2024
SEED: Accelerating Reasoning Tree Construction via Scheduled Speculative Decoding Zhenglin Wang Jialong Wu Yilong Lai Congzhi Zhang Deyu Zhou LRM ReLM 31 3 0 26 Jun 2024
Unlocking the Future: Exploring Look-Ahead Planning Mechanistic Interpretability in Large Language Models Tianyi Men Pengfei Cao Zhuoran Jin Yubo Chen Kang Liu Jun Zhao LLMAG AIFin 25 4 0 23 Jun 2024
Word Matters: What Influences Domain Adaptation in Summarization? Yinghao Li Siyu Miao Heyan Huang Yang Gao 38 3 0 21 Jun 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning Chaojie Wang Yanchen Deng Zhiyi Lyu Liang Zeng Jujie He Shuicheng Yan Bo An LRM ReLM 37 48 0 20 Jun 2024
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs Junjie Wang Mingyang Chen Binbin Hu Dan Yang Ziqi Liu ... Jinjie Gu Jun Zhou Jeff Z. Pan Wen Zhang Huajun Chen RALM 22 12 0 20 Jun 2024
Bridging Law and Data: Augmenting Reasoning via a Semi-Structured Dataset with IRAC methodology Xiaoxi Kang Lizhen Qu Lay-Ki Soon Zhuang Li Adnan Trakic AILaw 37 1 0 19 Jun 2024
APPL: A Prompt Programming Language for Harmonious Integration of Programs and Large Language Model Prompts Honghua Dong Qidong Su Yubo Gao Zhaoyu Li Yangjun Ruan Gennady Pekhimenko Chris J. Maddison Xujie Si LLMAG 23 1 0 19 Jun 2024
Neuro-symbolic Training for Reasoning over Spatial Language Tanawan Premsri Parisa Kordjamshidi NAI LRM 35 5 0 19 Jun 2024
Exploring and Benchmarking the Planning Capabilities of Large Language Models Bernd Bohnet Azade Nova Aaron T Parisi Kevin Swersky Katayoon Goshvadi Hanjun Dai Dale Schuurmans Noah Fiedel Hanie Sedghi 28 8 0 18 Jun 2024
Look Further Ahead: Testing the Limits of GPT-4 in Path Planning Mohamed Aghzal E. Plaku Ziyu Yao ELM 22 0 0 17 Jun 2024
A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners Bowen Jiang Yangxinyu Xie Zhuoqun Hao Xiaomeng Wang Tanwi Mallick Weijie J. Su Camillo J. Taylor Dan Roth LRM 37 28 0 16 Jun 2024
A Notion of Complexity for Theory of Mind via Discrete World Models X. A. Huang Emanuele La Malfa Samuele Marro Andrea Asperti Anthony Cohn Michael Wooldridge 29 6 0 16 Jun 2024
UniZero: Generalized and Efficient Planning with Scalable Latent World Models Yuan Pu Yazhe Niu Jiyuan Ren Zhenjie Yang Hongsheng Li Yu Liu OffRL 38 1 0 15 Jun 2024