Chain of Thoughtlessness? An Analysis of CoT in Planning

8 May 2024

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

40 / 40 papers shown

Title
Towards a Deeper Understanding of Reasoning Capabilities in Large Language Models Annie Wong Thomas Bäck Aske Plaat N. V. Stein Anna V. Kononova ReLM ELM LRM 45 0 0 15 May 2025
TRAIL: Trace Reasoning and Agentic Issue Localization Darshan Deshpande Varun Gangal Hersh Mehta Jitin Krishnan Anand Kannappan Rebecca Qian 25 0 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 L. Griffiths 54 0 0 17 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 130 0 0 15 Apr 2025
(How) Do reasoning models reason? S. Kambhampati Kaya Stechly Karthik Valmeekam ReLM ELM LRM AI4CE 64 0 0 14 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 22 1 0 10 Apr 2025
The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning T. Zheng Yixiang Chen Chengxi Li Chunyang Li Qing Zong Haochen Shi Baixuan Xu Y. Song Ginny Y. Wong Simon See LRM 39 0 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 Weiyu Zhang Hongjiao Guan Chaoqun Zheng Bing Xu Wenpeng Lu LRM 48 0 0 01 Apr 2025
LLMs as Planning Modelers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models Marcus Tantakoun Xiaodan Zhu Christian Muise 36 2 0 22 Mar 2025
Entropy-based Exploration Conduction for Multi-step Reasoning Jinghan Zhang Xiting Wang Fengran Mo Yeyang Zhou Wanfu Gao Kunpeng Liu LRM 52 1 0 20 Mar 2025
SagaLLM: Context Management, Validation, and Transaction Guarantees for Multi-Agent LLM Planning Edward Y. Chang Longling Geng LLMAG LRM 41 0 0 15 Mar 2025
Unveiling the Mathematical Reasoning in DeepSeek Models: A Comparative Study of Large Language Models Afrar Jahin Arif Hassan Zidan Yu Bao Shizhe Liang T. Liu W. Zhang LRM 61 1 0 13 Mar 2025
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models Zhifei Xie Mingbao Lin Z. Liu Pengcheng Wu Shuicheng Yan Chunyan Miao AuLLM OffRL LRM 79 7 0 04 Mar 2025
Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning Yanan Chen Ali Pesaranghader Tanmana Sadhu LRM 57 0 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 61 0 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 62 1 0 24 Feb 2025
Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models Kaleem Ullah Qasim Jiashu Zhang Tariq Alsahfi Ateeq Ur Rehman Butt LRM ReLM 67 1 0 03 Jan 2025
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about Actions Adam Ishay Joohyung Lee LRM 37 1 0 01 Jan 2025
Blind Spot Navigation in LLM Reasoning with Thought Space Explorer Jinghan Zhang Fengran Mo Xiting Wang Kunpeng Liu LM&Ro LRM 51 5 0 31 Oct 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 34 0 0 29 Oct 2024
Can LLMs plan paths with extra hints from solvers? Erik Wu Sayan Mitra LRM 21 0 0 07 Oct 2024
LLMs Still Can't Plan; Can LRMs? A Preliminary Evaluation of OpenAI's o1 on PlanBench Karthik Valmeekam Kaya Stechly Subbarao Kambhampati LLMAG LRM ELM 46 39 0 20 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 116 82 0 18 Sep 2024
Algorithmic Language Models with Neurally Compiled Libraries Lucas Saldyt Subbarao Kambhampati LRM 51 0 0 06 Jul 2024
Deciphering the Factors Influencing the Efficacy of Chain-of-Thought: Probability, Memorization, and Noisy Reasoning Akshara Prabhakar Thomas L. Griffiths R. Thomas McCoy LRM 42 16 0 01 Jul 2024
Cognitive Map for Language Models: Optimal Planning via Verbally Representing the World Model Doyoung Kim Jongwon Lee Jinho Park Minjoon Seo LM&Ro 36 0 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 49 0 20 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 33 8 0 18 Jun 2024
Robust Planning with LLM-Modulo Framework: Case Study in Travel Planning Atharva Gundawar Mudit Verma L. Guan Karthik Valmeekam Siddhant Bhambri Subbarao Kambhampati 56 17 0 31 May 2024
Multi-Conditional Ranking with Large Language Models Pouya Pezeshkpour Estevam R. Hruschka LRM 32 1 0 30 Mar 2024
ChainLM: Empowering Large Language Models with Improved Chain-of-Thought Prompting Xiaoxue Cheng Junyi Li Wayne Xin Zhao Ji-Rong Wen LRM AI4CE ReLM 47 6 0 21 Mar 2024
KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval Marah Abdin Suriya Gunasekar Varun Chandrasekaran Jerry Li Mert Yuksekgonul Rahee Peshawaria Ranjita Naik Besmira Nushi 49 12 0 24 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 289 2,232 0 22 Mar 2023
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 170 325 0 06 Oct 2022
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 237 2,479 0 06 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 121 275 0 03 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 307 4,077 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,237 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 355 8,457 0 28 Jan 2022
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 250 672 0 06 Jan 2021