Interpreting BERT-based Text Similarity via Activation and Saliency Maps

Author:

Malkiel Itzik1,Ginzburg Dvir1,Barkan Oren2,Caciularu Avi3,Weill Jonathan4,Koenigstein Noam1

Affiliation:

1. Microsoft, Israel and Tel-Aviv University, Israel

2. The Open University, Israel and Microsoft, Israel

3. Bar-Ilan University, Israel

4. Microsoft, Israel

Publisher

ACM

Reference54 articles.

1. Julius Adebayo Justin Gilmer Michael Muelly Ian Goodfellow Moritz Hardt and Been Kim. 2018. Sanity Checks for Saliency Maps. arxiv:1810.03292 [cs.CV] Julius Adebayo Justin Gilmer Michael Muelly Ian Goodfellow Moritz Hardt and Been Kim. 2018. Sanity Checks for Saliency Maps. arxiv:1810.03292 [cs.CV]

2. Vijay Arya Rachel KE Bellamy Pin-Yu Chen Amit Dhurandhar Michael Hind Samuel C Hoffman Stephanie Houde Q Vera Liao Ronny Luss Aleksandra Mojsilović 2019. One explanation does not fit all: A toolkit and taxonomy of ai explainability techniques. arXiv preprint arXiv:1909.03012(2019). Vijay Arya Rachel KE Bellamy Pin-Yu Chen Amit Dhurandhar Michael Hind Samuel C Hoffman Stephanie Houde Q Vera Liao Ronny Luss Aleksandra Mojsilović 2019. One explanation does not fit all: A toolkit and taxonomy of ai explainability techniques. arXiv preprint arXiv:1909.03012(2019).

3. GAM

4. Oren Barkan Yael Brumer and Noam Koenigstein. 2016. Modelling Session Activity with Neural Embedding.. In RecSys Posters. Oren Barkan Yael Brumer and Noam Koenigstein. 2016. Modelling Session Activity with Neural Embedding.. In RecSys Posters.

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