Understanding Reasoning Ability of Language Models From the Perspective
of Reasoning Paths Aggregation

Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation

5 February 2024

Alfonso Amayuelas

Papers citing "Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation"

12 / 12 papers shown

Title
On Linear Representations and Pretraining Data Frequency in Language Models Jack Merullo Noah A. Smith Sarah Wiegreffe Yanai Elazar 35 0 0 16 Apr 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 56 0 0 28 Mar 2025
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization Boshi Wang Xiang Yue Yu-Chuan Su Huan Sun LRM 29 41 0 23 May 2024
Towards a Theoretical Understanding of the 'Reversal Curse' via Training Dynamics Hanlin Zhu Baihe Huang Shaolun Zhang Michael I. Jordan Jiantao Jiao Yuandong Tian Stuart Russell LRM AI4CE 47 13 0 07 May 2024
Functional Benchmarks for Robust Evaluation of Reasoning Performance, and the Reasoning Gap Saurabh Srivastava B. AnnaroseM V. AntoP Shashank Menon Ajay Sukumar T. AdwaithSamod Alan Philipose Stevin Prince Sooraj Thomas ELM ReLM LRM 36 45 0 29 Feb 2024
Conditions for Length Generalization in Learning Reasoning Skills Changnan Xiao Bing Liu LRM 34 7 0 22 Nov 2023
Parrot Mind: Towards Explaining the Complex Task Reasoning of Pretrained Large Language Models with Template-Content Structure Haotong Yang Fanxu Meng Zhouchen Lin Muhan Zhang LRM 26 2 0 09 Oct 2023
How does GPT-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model Michael Hanna Ollie Liu Alexandre Variengien LRM 189 119 0 30 Apr 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 310 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