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Attribution Patching Outperforms Automated Circuit Discovery

Attribution Patching Outperforms Automated Circuit Discovery

16 October 2023
Aaquib Syed
Can Rager
Arthur Conmy
ArXivPDFHTML

Papers citing "Attribution Patching Outperforms Automated Circuit Discovery"

11 / 11 papers shown
Title
Are formal and functional linguistic mechanisms dissociated in language models?
Are formal and functional linguistic mechanisms dissociated in language models?
Michael Hanna
Sandro Pezzelle
Yonatan Belinkov
38
0
0
14 Mar 2025
Building Bridges, Not Walls -- Advancing Interpretability by Unifying Feature, Data, and Model Component Attribution
Building Bridges, Not Walls -- Advancing Interpretability by Unifying Feature, Data, and Model Component Attribution
Shichang Zhang
Tessa Han
Usha Bhalla
Hima Lakkaraju
FAtt
141
0
0
17 Feb 2025
Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning
Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning
L. Zhang
Lijie Hu
Di Wang
LRM
74
0
0
17 Feb 2025
Large Language Models Share Representations of Latent Grammatical Concepts Across Typologically Diverse Languages
Large Language Models Share Representations of Latent Grammatical Concepts Across Typologically Diverse Languages
Jannik Brinkmann
Chris Wendler
Christian Bartelt
Aaron Mueller
33
9
0
10 Jan 2025
Representing Rule-based Chatbots with Transformers
Representing Rule-based Chatbots with Transformers
Dan Friedman
Abhishek Panigrahi
Danqi Chen
33
1
0
15 Jul 2024
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models
Daking Rai
Yilun Zhou
Shi Feng
Abulhair Saparov
Ziyu Yao
44
18
0
02 Jul 2024
Finding Transformer Circuits with Edge Pruning
Finding Transformer Circuits with Edge Pruning
Adithya Bhaskar
Alexander Wettig
Dan Friedman
Danqi Chen
41
14
0
24 Jun 2024
Knowledge Circuits in Pretrained Transformers
Knowledge Circuits in Pretrained Transformers
Yunzhi Yao
Ningyu Zhang
Zekun Xi
Meng Wang
Ziwen Xu
Shumin Deng
Huajun Chen
KELM
36
19
0
28 May 2024
How does GPT-2 compute greater-than?: Interpreting mathematical
  abilities in a pre-trained language model
How does GPT-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model
Michael Hanna
Ollie Liu
Alexandre Variengien
LRM
167
116
0
30 Apr 2023
Interpretability in the Wild: a Circuit for Indirect Object
  Identification in GPT-2 small
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small
Kevin Wang
Alexandre Variengien
Arthur Conmy
Buck Shlegeris
Jacob Steinhardt
205
486
0
01 Nov 2022
What is the State of Neural Network Pruning?
What is the State of Neural Network Pruning?
Davis W. Blalock
Jose Javier Gonzalez Ortiz
Jonathan Frankle
John Guttag
170
1,018
0
06 Mar 2020
1