Publications by Andreas Madsen

Andreas Madsen

Co-supervisor: Siva Reddy
Research Areas: Interpretability in NLP

Activity

Interpretability Needs a New Paradigm
Andreas Madsen, Himabindu Lakkaraju, Siva Reddy, and Sarath Chandar
In ArXiv, 2024.
#NLP, #DL, #Other
[arXiv]

Are self-explanations from Large Language Models faithful?
Andreas Madsen, Sarath Chandar, and Siva Reddy
Findings of the Association for Computational Linguistics (ACL), 2024.
#NLP
[arXiv], [code]
Faithfulness Measurable Masked Language Models
Andreas Madsen, Siva Reddy, and Sarath Chandar
International Conference on Machine Learning (ICML), 2024. [Spotlight award - top 3.5%]
#NLP
[arXiv], [code], [YouTube], [blogpost]

Evaluating the Faithfulness of Importance Measures in NLP by Recursively Masking Allegedly Important Tokens and Retraining
Andreas Madsen, Nicholas Meade, Vaibhav Adlakha, and Siva Reddy
Findings of the Association for Computational Linguistics (EMNLP), 2022.
[BlackboxNLP Workshop, 2022]
#NLP
[arXiv], [code]
Post-hoc Interpretability for Neural NLP: A Survey
Andreas Madsen, Siva Reddy, and Sarath Chandar
ACM Computing Surveys, 2022.
#NLP
[arXiv]