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Evaluating Neuron Interpretation Methods of NLP Models
v1v2 (latest)

Evaluating Neuron Interpretation Methods of NLP Models

Neural Information Processing Systems (NeurIPS), 2023
30 January 2023
Yimin Fan
Fahim Dalvi
Nadir Durrani
Hassan Sajjad
ArXiv (abs)PDFHTMLGithub (3★)

Papers citing "Evaluating Neuron Interpretation Methods of NLP Models"

7 / 7 papers shown
Polysemy of Synthetic Neurons Towards a New Type of Explanatory Categorical Vector Spaces
Polysemy of Synthetic Neurons Towards a New Type of Explanatory Categorical Vector Spaces
Michael Pichat
William Pogrund
Paloma Pichat
Judicael Poumay
Armanouche Gasparian
Samuel Demarchi
Martin Corbet
Alois Georgeon
Michael Veillet-Guillem
MILM
359
0
0
30 Apr 2025
Intra-neuronal attention within language models Relationships between activation and semantics
Intra-neuronal attention within language models Relationships between activation and semantics
Michael Pichat
William Pogrund
Paloma Pichat
Armanouche Gasparian
Samuel Demarchi
Corbet Alois Georgeon
Michael Veillet-Guillem
MILM
349
0
0
17 Mar 2025
Discovering Influential Neuron Path in Vision Transformers
Discovering Influential Neuron Path in Vision TransformersInternational Conference on Learning Representations (ICLR), 2025
Yifan Wang
Yifei Liu
Yingdong Shi
Chong Li
Anqi Pang
Sibei Yang
Jingyi Yu
Kan Ren
ViT
652
5
0
12 Mar 2025
How Do Artificial Intelligences Think? The Three Mathematico-Cognitive Factors of Categorical Segmentation Operated by Synthetic Neurons
How Do Artificial Intelligences Think? The Three Mathematico-Cognitive Factors of Categorical Segmentation Operated by Synthetic Neurons
Michael Pichat
William Pogrund
Armanush Gasparian
Paloma Pichat
Samuel Demarchi
Michael Veillet-Guillem
312
3
0
26 Dec 2024
Understanding Internal Representations of Recommendation Models with Sparse Autoencoders
Understanding Internal Representations of Recommendation Models with Sparse Autoencoders
Jiayin Wang
Xiaoyu Zhang
Weizhi Ma
Zhiqiang Guo
Min Zhang
448
4
0
09 Nov 2024
Neuropsychology of AI: Relationship Between Activation Proximity and
  Categorical Proximity Within Neural Categories of Synthetic Cognition
Neuropsychology of AI: Relationship Between Activation Proximity and Categorical Proximity Within Neural Categories of Synthetic Cognition
Michael Pichat
Enola Campoli
William Pogrund
Jourdan Wilson
Michael Veillet-Guillem
Anton Melkozerov
Paloma Pichat
Armanouche Gasparian
Samuel Demarchi
Judicael Poumay
NAI
305
3
0
08 Oct 2024
NeuroX Library for Neuron Analysis of Deep NLP Models
NeuroX Library for Neuron Analysis of Deep NLP ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Fahim Dalvi
Hassan Sajjad
Nadir Durrani
312
16
0
26 May 2023
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