LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks

LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks

2 February 2024

Subbarao Kambhampati

Karthik Valmeekam

Siddhant Bhambri

Papers citing "LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks"

15 / 15 papers shown

Title
Large Language Models as Common-Sense Heuristics Andrey Borro Patricia J. Riddle Michael W Barley Michael Witbrock LRM LM&Ro 118 1 0 31 Jan 2025
MCP-Solver: Integrating Language Models with Constraint Programming Systems Stefan Szeider 20 0 0 31 Dec 2024
BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games Davide Paglieri Bartłomiej Cupiał Samuel Coward Ulyana Piterbarg Maciej Wolczyk ... Lerrel Pinto Rob Fergus Jakob Foerster Jack Parker-Holder Tim Rocktaschel LLMAG LRM 85 10 0 20 Nov 2024
Planning Anything with Rigor: General-Purpose Zero-Shot Planning with LLM-based Formalized Programming Yilun Hao Yang Zhang Chuchu Fan LLMAG 21 10 0 15 Oct 2024
Dolphin: A Programmable Framework for Scalable Neurosymbolic Learning Aaditya Naik Jason Liu Claire Wang Saikat Dutta Mayur Naik Mayur Naik Eric Wong 19 1 0 04 Oct 2024
Points2Plans: From Point Clouds to Long-Horizon Plans with Composable Relational Dynamics Yixuan Huang Christopher Agia Jimmy Wu Tucker Hermans Jeannette Bohg 3DPC 21 1 0 27 Aug 2024
Problem Solving Through Human-AI Preference-Based Cooperation Subhabrata Dutta Timo Kaufmann Goran Glavas Ivan Habernal Kristian Kersting Frauke Kreuter Mira Mezini Iryna Gurevych Eyke Hüllermeier Hinrich Schuetze 79 1 0 14 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 45 14 0 01 Aug 2024
Unlocking Large Language Model's Planning Capabilities with Maximum Diversity Fine-tuning Wenjun Li Changyu Chen Pradeep Varakantham 21 2 0 15 Jun 2024
ExploRLLM: Guiding Exploration in Reinforcement Learning with Large Language Models Runyu Ma Jelle Luijkx Zlatan Ajanović Jens Kober LM&Ro LRM 19 7 0 14 Mar 2024
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems Kaya Stechly Matthew Marquez Subbarao Kambhampati LRM 142 84 0 19 Oct 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 197 2,232 0 22 Mar 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 1,100 0 06 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 8,441 0 04 Mar 2022
Leveraging Approximate Symbolic Models for Reinforcement Learning via Skill Diversity L. Guan S. Sreedharan Subbarao Kambhampati 36 25 0 06 Feb 2022