Does Circuit Analysis Interpretability Scale? Evidence from Multiple Choice Capabilities in Chinchilla

18 July 2023

Papers citing "Does Circuit Analysis Interpretability Scale? Evidence from Multiple Choice Capabilities in Chinchilla"

31 / 31 papers shown

Title
Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism Aviv Bick Eric P. Xing Albert Gu RALM 81 0 0 22 Apr 2025
MIB: A Mechanistic Interpretability Benchmark Aaron Mueller Atticus Geiger Sarah Wiegreffe Dana Arad Iván Arcuschin ... Alessandro Stolfo Martin Tutek Amir Zur David Bau Yonatan Belinkov 41 1 0 17 Apr 2025
Are formal and functional linguistic mechanisms dissociated in language models? Michael Hanna Sandro Pezzelle Yonatan Belinkov 45 0 0 14 Mar 2025
Quantifying Logical Consistency in Transformers via Query-Key Alignment Eduard Tulchinskii Anastasia Voznyuk Laida Kushnareva Andrei Andriiainen Irina Piontkovskaya Evgeny Burnaev Serguei Barannikov LRM 63 0 0 24 Feb 2025
Modular Training of Neural Networks aids Interpretability Satvik Golechha Maheep Chaudhary Joan Velja Alessandro Abate Nandi Schoots 74 0 0 04 Feb 2025
Rethinking Evaluation of Sparse Autoencoders through the Representation of Polysemous Words Gouki Minegishi Hiroki Furuta Yusuke Iwasawa Y. Matsuo 49 1 0 09 Jan 2025
Transformers Use Causal World Models in Maze-Solving Tasks Alex F Spies William Edwards Michael I. Ivanitskiy Adrians Skapars Tilman Rauker Katsumi Inoue A. Russo Murray Shanahan 99 1 0 16 Dec 2024
Understanding Multimodal LLMs: the Mechanistic Interpretability of Llava in Visual Question Answering Zeping Yu Sophia Ananiadou 85 0 0 17 Nov 2024
On the Role of Attention Heads in Large Language Model Safety Z. Zhou Haiyang Yu Xinghua Zhang Rongwu Xu Fei Huang Kun Wang Yang Liu Junfeng Fang Yongbin Li 57 5 0 17 Oct 2024
Round and Round We Go! What makes Rotary Positional Encodings useful? Federico Barbero Alex Vitvitskyi Christos Perivolaropoulos Razvan Pascanu Petar Velickovic 75 16 0 08 Oct 2024
Racing Thoughts: Explaining Contextualization Errors in Large Language Models Michael A. Lepori Michael Mozer Asma Ghandeharioun LRM 80 1 0 02 Oct 2024
Training Neural Networks for Modularity aids Interpretability Satvik Golechha Dylan R. Cope Nandi Schoots 15 0 0 24 Sep 2024
Interpreting Arithmetic Mechanism in Large Language Models through Comparative Neuron Analysis Zeping Yu Sophia Ananiadou LRM MILM 27 6 0 21 Sep 2024
From Yes-Men to Truth-Tellers: Addressing Sycophancy in Large Language Models with Pinpoint Tuning Wei Chen Zhen Huang Liang Xie Binbin Lin Houqiang Li ... Deng Cai Yonggang Zhang Wenxiao Wang Xu Shen Jieping Ye 42 6 0 03 Sep 2024
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 75 18 0 02 Jul 2024
Finding Transformer Circuits with Edge Pruning Adithya Bhaskar Alexander Wettig Dan Friedman Danqi Chen 58 14 0 24 Jun 2024
Talking Nonsense: Probing Large Language Models' Understanding of Adversarial Gibberish Inputs Valeriia Cherepanova James Zou AAML 28 4 0 26 Apr 2024
Dissecting Query-Key Interaction in Vision Transformers Xu Pan Aaron Philip Ziqian Xie Odelia Schwartz 30 1 0 04 Apr 2024
Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models Asma Ghandeharioun Avi Caciularu Adam Pearce Lucas Dixon Mor Geva 25 87 0 11 Jan 2024
Towards Best Practices of Activation Patching in Language Models: Metrics and Methods Fred Zhang Neel Nanda LLMSV 26 96 0 27 Sep 2023
Finding Neurons in a Haystack: Case Studies with Sparse Probing Wes Gurnee Neel Nanda Matthew Pauly Katherine Harvey Dmitrii Troitskii Dimitris Bertsimas MILM 153 186 0 02 May 2023
Dissecting Recall of Factual Associations in Auto-Regressive Language Models Mor Geva Jasmijn Bastings Katja Filippova Amir Globerson KELM 189 261 0 28 Apr 2023
Finding Alignments Between Interpretable Causal Variables and Distributed Neural Representations Atticus Geiger Zhengxuan Wu Christopher Potts Thomas F. Icard Noah D. Goodman CML 73 98 0 05 Mar 2023
Investigating the Effectiveness of Task-Agnostic Prefix Prompt for Instruction Following Seonghyeon Ye Hyeonbin Hwang Sohee Yang Hyeongu Yun Yireun Kim Minjoon Seo LRM 22 34 0 28 Feb 2023
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small Kevin Wang Alexandre Variengien Arthur Conmy Buck Shlegeris Jacob Steinhardt 210 491 0 01 Nov 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 225 500 0 28 Sep 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 240 456 0 24 Sep 2022
Toy Models of Superposition Nelson Elhage Tristan Hume Catherine Olsson Nicholas Schiefer T. Henighan ... Sam McCandlish Jared Kaplan Dario Amodei Martin Wattenberg C. Olah AAML MILM 120 316 0 21 Sep 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 303 11,881 0 04 Mar 2022
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,583 0 18 Sep 2019
AI safety via debate G. Irving Paul Christiano Dario Amodei 199 199 0 02 May 2018