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Chain of Thoughtlessness? An Analysis of CoT in Planning

8 May 2024

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Papers citing "Chain of Thoughtlessness? An Analysis of CoT in Planning"

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Title
Analyzing the Power of Chain of Thought through Memorization Capabilities Lijia Yu Xiao-Shan Gao Lijun Zhang LRM ELM 188 0 0 03 Nov 2025
ViPER: Empowering the Self-Evolution of Visual Perception Abilities in Vision-Language Model J. Zhang Song Jin Chuanqi Cheng Yuhan Liu Yankai Lin ... Yufei Zhang F. Jiang G. Yin Wei Lin Rui Yan VLM 176 3 0 28 Oct 2025
Once Upon an Input: Reasoning via Per-Instance Program Synthesis Adam Stein Neelay Velingker Mayur Naik Eric Wong ReLM LRM 132 0 0 26 Oct 2025
VAR: Visual Attention Reasoning via Structured Search and Backtracking Wei Cai Jian Zhao Yuchen Yuan T. Zhang Ming Zhu Haichuan Tang Chi Zhang Xuelong Li OffRL LRM 92 0 0 21 Oct 2025
Schema for In-Context Learning Pan Chen Shaohong Chen Mark Wang Shi Xuan Leong Priscilla Fung Varinia Bernales Alán Aspuru-Guzik ReLM 105 0 0 14 Oct 2025
Language Model as Planner and Formalizer under Constraints Cassie Huang Stuti Mohan Ziyi Yang Stefanie Tellex Li Zhang 90 0 0 07 Oct 2025
Hire Your Anthropologist! Rethinking Culture Benchmarks Through an Anthropological Lens Mai AlKhamissi Yunze Xiao Badr AlKhamissi Mona T. Diab 95 0 0 07 Oct 2025
FaithCoT-Bench: Benchmarking Instance-Level Faithfulness of Chain-of-Thought Reasoning Xu Shen Song Wang Zhen Tan Laura Yao Xinyu Zhao Kaidi Xu X. Wang Tianlong Chen LRM 164 0 0 05 Oct 2025
Plan2Evolve: LLM Self-Evolution for Improved Planning Capability via Automated Domain Generation Jinbang Huang Zhiyuan Li Zhanguang Zhang Xingyue Quan Jianye Hao Yingxue Zhang LLMAG LM&Ro LRM 216 0 0 25 Sep 2025
Documentation Retrieval Improves Planning Language Generation Renxiang Wang Li Zhang 112 1 0 24 Sep 2025
Teaching LLMs to Plan: Logical Chain-of-Thought Instruction Tuning for Symbolic Planning Pulkit Verma Ngoc La Anthony Favier Swaroop Mishra Julie A. Shah LRM 132 3 0 14 Sep 2025
The Illusion of Diminishing Returns: Measuring Long Horizon Execution in LLMs Akshit Sinha Arvindh Arun Shashwat Goel Steffen Staab Jonas Geiping ALM LRM 193 6 0 11 Sep 2025
TORSO: Template-Oriented Reasoning Towards General Tasks Minhyuk Kim Seungyoon Lee Heuiseok Lim LRM 106 0 0 11 Sep 2025
Learning When to Plan: Efficiently Allocating Test-Time Compute for LLM Agents Davide Paglieri Bartłomiej Cupiał Jonathan Cook Ulyana Piterbarg Jens Tuyls Edward Grefenstette Jakob Foerster Jack Parker-Holder Tim Rocktaschel LLMAG 146 1 0 03 Sep 2025
CoreThink: A Symbolic Reasoning Layer to reason over Long Horizon Tasks with LLMs Jay Vaghasiya Omkar Ghugarkar Vishvesh Bhat Vipul Dholaria Julian McAuley LLMAG ReLM LRM 186 1 0 31 Aug 2025
The Percept-V Challenge: Can Multimodal LLMs Crack Simple Perception Problems? Samrajnee Ghosh Naman Agarwal Hemanshu Garg Chinmay Mittal M. - Parag Singla LRM 117 0 0 28 Aug 2025
CABENCH: Benchmarking Composable AI for Solving Complex Tasks through Composing Ready-to-Use Models Tung-Thuy Pham Duy-Quan Luong Minh-Quan Duong Trung-Hieu Nguyen Thu-Trang Nguyen Son Nguyen H. Vo ELM CoGe 58 0 0 04 Aug 2025
Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens Chengshuai Zhao Zhen Tan Pingchuan Ma Dawei Li Bohan Jiang Yancheng Wang Yingzhen Yang Huan Liu LRM 229 27 0 02 Aug 2025
Ground-Compose-Reinforce: Grounding Language in Agentic Behaviours using Limited Data Andrew C. Li Toryn Q. Klassen Andrew Wang P. A. Alamdari Sheila A. McIlraith LM&Ro 234 1 0 14 Jul 2025
From Reasoning to Super-Intelligence: A Search-Theoretic Perspective Shai Shalev-Shwartz Amnon Shashua LRM 178 2 0 13 Jul 2025
Human-Aligned Faithfulness in Toxicity Explanations of LLMs Ramaravind Kommiya Mothilal Joanna Roy Syed Ishtiaque Ahmed Shion Guha 56 0 0 23 Jun 2025
Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation Jiahao Cheng Tiancheng Su Jia Yuan Guoxiu He Jiawei Liu Xinqi Tao Jingwen Xie Huaxia Li HILM LRM 260 8 0 20 Jun 2025
Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning Jiayu Wang Yifei Ming Zixuan Ke Caiming Xiong Shafiq Joty Aws Albarghouthi Frederic Sala OffRL ReLM LRM 261 0 0 05 Jun 2025
On Learning Verifiers for Chain-of-Thought Reasoning Maria-Florina Balcan Avrim Blum Zhiyuan Li Dravyansh Sharma LRM 147 2 0 28 May 2025
Large Language Models for Planning: A Comprehensive and Systematic Survey Pengfei Cao Tianyi Men Wencan Liu Jingwen Zhang Xuzhao Li Xixun Lin Dianbo Sui Yanan Cao Kang Liu Jun Zhao LLMAG LM&Ro OffRL ELM LRM 351 11 0 26 May 2025
Characterizing Pattern Matching and Its Limits on Compositional Task Structures Hoyeon Chang Jinho Park Hanseul Cho Sohee Yang Miyoung Ko Hyeonbin Hwang Seungpil Won Dohaeng Lee Youbin Ahn Minjoon Seo 214 1 0 26 May 2025
Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation Siddhant Bhambri Upasana Biswas Subbarao Kambhampati 313 4 0 20 May 2025
On the Thinking-Language Modeling Gap in Large Language Models Chenxi Liu Yongqiang Chen Tongliang Liu James Cheng Bo Han Kun Zhang LRM AI4CE 265 1 0 19 May 2025
Zero-Shot Iterative Formalization and Planning in Partially Observable Environments Liancheng Gong Peng Guo Jesse Thomason Li Zhang 278 0 0 19 May 2025
Reasoning Capabilities of Large Language Models on Dynamic Tasks Annie Wong Thomas Bäck Aske Plaat Niki van Stein Anna V. Kononova ELM LRM ReLM 358 1 0 15 May 2025
Learning Hierarchical Domain Models Through Environment-Grounded Interaction Claudius Kienle Benjamin Alt Oleg Arenz Jan Peters LM&Ro 465 0 0 15 May 2025
TRAIL: Trace Reasoning and Agentic Issue Localization Darshan Deshpande Varun Gangal Hersh Mehta Jitin Krishnan Anand Kannappan Rebecca Qian 482 13 0 13 May 2025
Identifying and Mitigating the Influence of the Prior Distribution in Large Language Models Liyi Zhang Veniamin Veselovsky R. Thomas McCoy Thomas Griffiths 163 0 0 17 Apr 2025
Offline Learning and Forgetting for Reasoning with Large Language Models Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 1.0K 1 0 15 Apr 2025
Enhanced Question-Answering for Skill-based learning using Knowledge-based AI and Generative AI Rahul K. Dass Rochan H. Madhusudhana Erin C. Deye Shashank Verma Timothy A. Bydlon Grace Brazil Ashok K. Goel 130 1 0 10 Apr 2025
The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning Tianshi Zheng Yixiang Chen Chengxi Li Chunyang Li Qing Zong Haochen Shi Baixuan Xu Yangqiu Song Ginny Wong Simon See LRM 335 18 0 07 Apr 2025
SRLCG: Self-Rectified Large-Scale Code Generation with Multidimensional Chain-of-Thought and Dynamic Backtracking Hongru Ma Yanjie Liang Jiasheng Si Jiasheng Si Hongjiao Guan Chaoqun Zheng Bing Xu Sibo Wei LRM 309 2 0 01 Apr 2025
Classical Planning with LLM-Generated Heuristics: Challenging the State of the Art with Python Code Augusto B. Correa André G. Pereira Jendrik Seipp LLMAG LM&Ro LRM 180 10 0 24 Mar 2025
LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Marcus Tantakoun Xiaodan Zhu Christian Muise 260 15 0 22 Mar 2025
Entropy-based Exploration Conduction for Multi-step ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Jinghan Zhang Xiting Wang Fengran Mo Yeyang Zhou Wanfu Gao Kunpeng Liu LRM 287 13 0 20 Mar 2025
SagaLLM: Context Management, Validation, and Transaction Guarantees for Multi-Agent LLM PlanningProceedings of the VLDB Endowment (PVLDB), 2025 Edward Y. Chang Longling Geng LLMAG LRM 370 11 0 15 Mar 2025
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models Zhifei Xie Mingbao Lin Ziqiang Liu Pengcheng Wu Shuicheng Yan Chunyan Miao AuLLM OffRL LRM 321 63 0 04 Mar 2025
Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning Yanan Chen Ali Pesaranghader Tanmana Sadhu LRM 285 1 0 26 Feb 2025
Unveiling Reasoning Thresholds in Language Models: Scaling, Fine-Tuning, and Interpretability through Attention Maps Yen-Che Hsiao Abhishek Dutta LRM ReLM ELM 207 1 0 24 Feb 2025
End-to-End Chart Summarization via Visual Chain-of-Thought in Vision-Language Models Raymond Choi Frank Burns Chase Lawrence LRM 264 1 0 24 Feb 2025
Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language ModelsJournal of Artificial Intelligence Research (JAIR), 2025 Kaleem Ullah Qasim Jiashu Zhang Tariq Alsahfi Ateeq Ur Rehman Butt LRM ReLM 247 3 0 03 Jan 2025
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about ActionsAAAI Conference on Artificial Intelligence (AAAI), 2025 Adam Ishay Joohyung Lee LRM 239 8 0 01 Jan 2025
Blind Spot Navigation in Large Language Model Reasoning with Thought Space Explorer Jinghan Zhang Fengran Mo Xiting Wang Yeyang Zhou Xinyue Ye Dongjie Wang Yanjie Fu LM&Ro LRM 345 5 0 31 Oct 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 300 0 0 29 Oct 2024
Can LLMs plan paths with extra hints from solvers? Erik Wu Sayan Mitra LRM 251 4 0 07 Oct 2024