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
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 43 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 45 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 34 1 0 19 Jun 2024
Neuro-symbolic Training for Reasoning over Spatial Language Tanawan Premsri Parisa Kordjamshidi NAI LRM 48 6 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 41 8 0 18 Jun 2024
Look Further Ahead: Testing the Limits of GPT-4 in Path Planning Mohamed Aghzal Erion Plaku Ziyu Yao ELM 36 6 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 41 41 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 45 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 49 1 0 15 Jun 2024
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 42 8 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 62 36 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 43 16 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 42 12 0 09 Jun 2024
Flow of Reasoning:Training LLMs for Divergent Problem Solving with Minimal Examples Fangxu Yu Lai Jiang Haoqiang Kang Shibo Hao Lianhui Qin LRM AI4CE 101 5 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 105 31 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 29 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 41 18 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 56 44 0 06 Jun 2024
Tool-Planner: Task Planning with Clusters across Multiple Tools Yanming Liu Xinyue Peng Jiannan Cao Jiannan Cao Xuhong Zhang Sheng Cheng Xun Wang Xun Wang Jianwei Yin Tianyu Du LLMAG 37 3 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 51 140 0 05 Jun 2024
Open Grounded Planning: Challenges and Benchmark Construction Shiguang Guo Ziliang Deng Hongyu Lin Yunfan LU Xianpei Han Le Sun LRM LM&Ro LLMAG 36 1 0 05 Jun 2024
Dynamic and Adaptive Feature Generation with LLM Xinhao Zhang Jinghan Zhang Banafsheh Rekabdar Yuanchun Zhou Pengfei Wang Kunpeng Liu 46 20 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 50 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 63 4 0 03 Jun 2024
REvolve: Reward Evolution with Large Language Models using Human Feedback Rishi Hazra Alkis Sygkounas A. Persson Amy Loutfi Pedro Zuidberg Dos Martires 48 3 0 03 Jun 2024
A Survey on Large Language Models for Code Generation Juyong Jiang Fan Wang Jiasi Shen Sungju Kim Sunghun Kim 53 166 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 44 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 46 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 43 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 71 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 45 6 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 39 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 34 16 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 44 8 0 24 May 2024
Reinforcing Language Agents via Policy Optimization with Action Decomposition Muning Wen Bo Liu Weinan Zhang Jun Wang Ying Wen 46 8 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 36 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 95 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 82 43 0 23 May 2024
Can Github issues be solved with Tree Of Thoughts? Ricardo La Rosa Corey Hulse Bangdi Liu LRM LLMAG 43 4 0 20 May 2024
Rethinking ChatGPT's Success: Usability and Cognitive Behaviors Enabled by Auto-regressive LLMs' Prompting Xinzhe Li Ming Liu 42 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 46 23 0 15 May 2024
AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models Shuo Liu Di Yao Lanting Fang Zhetao Li Wenbin Li Kaiyu Feng XiaoWen Ji Jingping Bi 43 0 0 13 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 44 3 0 11 May 2024
NL2Plan: Robust LLM-Driven Planning from Minimal Text Descriptions Elliot Gestrin Marco Kuhlmann Jendrik Seipp 35 5 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 42 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 49 87 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 27 8 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 49 5 0 28 Apr 2024