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
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs Xuan Zhang Chao Du Tianyu Pang Qian Liu Wei Gao Min-Bin Lin LRM AI4CE 44 34 0 13 Jun 2024
Security of AI Agents Yifeng He Ethan Wang Yuyang Rong Zifei Cheng Hao Chen LLMAG 29 7 0 12 Jun 2024
Pandora: Towards General World Model with Natural Language Actions and Video States Jiannan Xiang Guangyi Liu Yi Gu Qiyue Gao Yuting Ning ... Shibo Hao Yemin Shi Zhengzhong Liu Eric P. Xing Zhiting Hu VGen 54 35 0 12 Jun 2024
Can Language Models Serve as Text-Based World Simulators? Ruoyao Wang Graham Todd Ziang Xiao Xingdi Yuan Marc-Alexandre Côté Peter Clark Peter Alexander Jansen LLMAG 25 4 0 10 Jun 2024
Do LLMs Exhibit Human-Like Reasoning? Evaluating Theory of Mind in LLMs for Open-Ended Responses Maryam Amirizaniani Elias Martin Maryna Sivachenko A. Mashhadi Chirag Shah LRM 29 11 0 09 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 90 28 0 09 Jun 2024
SpaRC and SpaRP: Spatial Reasoning Characterization and Path Generation for Understanding Spatial Reasoning Capability of Large Language Models Md Imbesat Hassan Rizvi Xiaodan Zhu Iryna Gurevych LRM 19 1 0 07 Jun 2024
GameBench: Evaluating Strategic Reasoning Abilities of LLM Agents Anthony Costarelli Mat Allen Roman Hauksson Grace Sodunke Suhas Hariharan Carlson Cheng Wenjie Li Joshua Clymer Arjun Yadav ELM ReLM LLMAG LRM 30 16 0 07 Jun 2024
NATURAL PLAN: Benchmarking LLMs on Natural Language Planning Huaixiu Steven Zheng Swaroop Mishra Hugh Zhang Xinyun Chen Minmin Chen ... Le Hou Heng-Tze Cheng Quoc V. Le Ed H. Chi Denny Zhou 37 42 0 06 Jun 2024
Improve Mathematical Reasoning in Language Models by Automated Process Supervision Liangchen Luo Yinxiao Liu Rosanne Liu Samrat Phatale Harsh Lara ... Lei Shu Yun Zhu Lei Meng Jiao Sun Abhinav Rastogi LRM 21 18 0 05 Jun 2024
Open Grounded Planning: Challenges and Benchmark Construction Shiguang Guo Ziliang Deng Hongyu Lin Y. Lu Xianpei Han Le Sun LRM LM&Ro LLMAG 22 1 0 05 Jun 2024
Dynamic and Adaptive Feature Generation with LLM Xinhao Zhang Jinghan Zhang Banafsheh Rekabdar Yuanchun Zhou Pengfei Wang Kunpeng Liu 38 19 0 04 Jun 2024
When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs Ryo Kamoi Yusen Zhang Nan Zhang Jiawei Han Rui Zhang LRM 40 57 0 03 Jun 2024
Latent Logic Tree Extraction for Event Sequence Explanation from LLMs Zitao Song Chao Yang Chaojie Wang Bo An Shuang Li 40 4 0 03 Jun 2024
A Survey on Large Language Models for Code Generation Juyong Jiang Fan Wang Jiasi Shen Sungju Kim Sunghun Kim 40 74 0 01 Jun 2024
From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems Jianliang He Siyu Chen Fengzhuo Zhang Zhuoran Yang LM&Ro LLMAG 38 2 0 30 May 2024
SAM-E: Leveraging Visual Foundation Model with Sequence Imitation for Embodied Manipulation Junjie Zhang Chenjia Bai Haoran He Wenke Xia Zhigang Wang Bin Zhao Xiu Li Xuelong Li 27 12 0 30 May 2024
A Human-Like Reasoning Framework for Multi-Phases Planning Task with Large Language Models Chengxing Xie Difan Zou LRM LLMAG 27 4 0 28 May 2024
Vista: A Generalizable Driving World Model with High Fidelity and Versatile Controllability Shenyuan Gao Jiazhi Yang Li Chen Kashyap Chitta Yihang Qiu Andreas Geiger Jun Zhang Hongyang Li 51 75 0 27 May 2024
Position: Foundation Agents as the Paradigm Shift for Decision Making Xiaoqian Liu Xingzhou Lou Jianbin Jiao Junge Zhang OffRL LLMAG 31 5 0 27 May 2024
STRIDE: A Tool-Assisted LLM Agent Framework for Strategic and Interactive Decision-Making Chuanhao Li Runhan Yang Tiankai Li Milad Bafarassat Kourosh Sharifi Dirk Bergemann Zhuoran Yang LLMAG 22 5 0 25 May 2024
Devil's Advocate: Anticipatory Reflection for LLM Agents Haoyu Wang Tao Li Zhiwei Deng Dan Roth Yang Li LLMAG 34 2 0 25 May 2024
MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time Jikun Kang Xin Zhe Li Xi Chen Amirreza Kazemi Qianyi Sun ... Xu He Quan He Feng Wen Jianye Hao Jun Yao LRM ReLM 24 14 0 25 May 2024
Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search Nicola Dainese Matteo Merler Minttu Alakuijala Pekka Marttinen LLMAG 29 7 0 24 May 2024
Reinforcing Language Agents via Policy Optimization with Action Decomposition Muning Wen Ziyu Wan Weinan Zhang Jun Wang Ying Wen 33 7 0 23 May 2024
Towards Efficient LLM Grounding for Embodied Multi-Agent Collaboration Yang Zhang Shixin Yang Chenjia Bai Fei Wu Xiu Li Zhen Wang Xuelong Li LLMAG 31 25 0 23 May 2024
Agent Planning with World Knowledge Model Shuofei Qiao Runnan Fang Ningyu Zhang Yuqi Zhu Xiang Chen Shumin Deng Yong-jia Jiang Pengjun Xie Fei Huang Huajun Chen LLMAG LM&Ro 74 14 0 23 May 2024
A Survey on Vision-Language-Action Models for Embodied AI Yueen Ma Zixing Song Yuzheng Zhuang Jianye Hao Irwin King LM&Ro 64 38 0 23 May 2024
Can Github issues be solved with Tree Of Thoughts? Ricardo La Rosa Corey Hulse Bangdi Liu LRM LLMAG 28 4 0 20 May 2024
Rethinking ChatGPT's Success: Usability and Cognitive Behaviors Enabled by Auto-regressive LLMs' Prompting Xinzhe Li Ming Liu 27 0 0 17 May 2024
Elements of World Knowledge (EWOK): A cognition-inspired framework for evaluating basic world knowledge in language models Anna A. Ivanova Aalok Sathe Benjamin Lipkin Unnathi Kumar S. Radkani ... Leshem Choshen Roger Levy Evelina Fedorenko Josh Tenenbaum Jacob Andreas 30 23 0 15 May 2024
AIOS Compiler: LLM as Interpreter for Natural Language Programming and Flow Programming of AI Agents Shuyuan Xu Zelong Li Kai Mei Yongfeng Zhang 29 3 0 11 May 2024
NL2Plan: Robust LLM-Driven Planning from Minimal Text Descriptions Elliot Gestrin Marco Kuhlmann Jendrik Seipp 33 4 0 07 May 2024
Optimizing Language Model's Reasoning Abilities with Weak Supervision Yongqi Tong Sizhe Wang Dawei Li Yifan Wang Simeng Han Zi Lin Chengsong Huang Jiaxin Huang Jingbo Shang LRM ReLM 14 8 0 07 May 2024
Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning Yuxi Xie Anirudh Goyal Wenyue Zheng Min-Yen Kan Timothy Lillicrap Kenji Kawaguchi Michael Shieh ReLM LRM 37 81 0 01 May 2024
General Purpose Verification for Chain of Thought Prompting Robert Vacareanu Anurag Pratik Evangelia Spiliopoulou Zheng Qi Giovanni Paolini Neha Ann John Jie Ma Yassine Benajiba Miguel Ballesteros LRM 19 6 0 30 Apr 2024
PatentGPT: A Large Language Model for Intellectual Property Zilong Bai Ruiji Zhang Linqing Chen Qijun Cai Yuan Zhong ... Fu Bian Xiaolong Gu Lisha Zhang Weilei Wang Changyang Tu 41 3 0 28 Apr 2024
CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving Pei Chen Boran Han Shuai Zhang LRM LLMAG 27 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 33 62 0 18 Apr 2024
On the Empirical Complexity of Reasoning and Planning in LLMs Liwei Kang Zirui Zhao David Hsu Wee Sun Lee LRM 22 5 0 17 Apr 2024
RoT: Enhancing Large Language Models with Reflection on Search Trees Wenyang Hui Kewei Tu LRM 27 6 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 23 5 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 31 29 0 04 Apr 2024
PRobELM: Plausibility Ranking Evaluation for Language Models Moy Yuan Chenxi Whitehouse Eric Chamoun Rami Aly Andreas Vlachos 76 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 36 62 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 16 13 0 03 Apr 2024
Octopus: On-device language model for function calling of software APIs Wei Chen Zhiyuan Li Mingyuan Ma LLMAG 23 14 0 02 Apr 2024
Learning to Plan for Language Modeling from Unlabeled Data Nathan Cornille Marie-Francine Moens Florian Mai 30 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 20 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 33 5 0 29 Mar 2024