A Hopfieldian View-based Interpretation for Chain-of-Thought Reasoning

A Hopfieldian View-based Interpretation for Chain-of-Thought Reasoning

18 June 2024

Shu Yang

Muhammad Asif Ali

Di Wang

Papers citing "A Hopfieldian View-based Interpretation for Chain-of-Thought Reasoning"

12 / 12 papers shown

Title
Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning L. Zhang Lijie Hu Di Wang LRM 95 0 0 17 Feb 2025
Semi-supervised Concept Bottleneck Models Lijie Hu Tianhao Huang Huanyi Xie Chenyang Ren Zhengyu Hu Lu Yu Lu Yu Ping Ma Di Wang 57 4 0 27 Jun 2024
Text Guided Image Editing with Automatic Concept Locating and Forgetting Jia Li Lijie Hu Zhixian He Jingfeng Zhang Tianhang Zheng Di Wang DiffM 46 8 0 30 May 2024
Multi-hop Question Answering under Temporal Knowledge Editing Keyuan Cheng Gang Lin Haoyang Fei Yuxuan Zhai Lu Yu Muhammad Asif Ali Lijie Hu Di Wang KELM 27 21 0 30 Mar 2024
Chain-of-Thought Reasoning Without Prompting Xuezhi Wang Denny Zhou ReLM LRM 149 101 0 15 Feb 2024
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small Kevin Wang Alexandre Variengien Arthur Conmy Buck Shlegeris Jacob Steinhardt 212 496 0 01 Nov 2022
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 172 327 0 06 Oct 2022
In-context Learning and Induction Heads Catherine Olsson Nelson Elhage Neel Nanda Nicholas Joseph Nova Dassarma ... Tom B. Brown Jack Clark Jared Kaplan Sam McCandlish C. Olah 250 460 0 24 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 325 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 3,248 0 21 Mar 2022
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 226 405 0 24 Feb 2021
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 250 673 0 06 Jan 2021