Publications
2021
Back to Square One: Bias Detection, Training and Commonsense Disentanglement in the Winograd Schema
Yanai Elazar, Hongming Zhang, Yoav Goldberg, Dan Roth
preprint
preprint
bibtex
Contrastive Explanations for Model Interpretability
Alon Jacovi, Swabha Swayamdipta, Shauli Ravfogel, Yanai Elazar, Yejin Choi, Yoav Goldberg
preprint
preprint
bibtex
code
Measuring and Improving Consistency in Pretrained Language Models
Yanai Elazar, Nora Kassner, Shauli Ravfogel, Abhilasha Ravichander, Eduard Hovy, Hinrich Schütze, Yoav Goldberg
preprint
preprint
bibtex
code
resource
First Align, then Predict: Understanding the Cross-Lingual Ability of Multilingual BERT
Benjamin Muller, Yanai Elazar, Benoît Sagot and Djamé Seddah
EACL 2021
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bibtex
short
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*Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals
Yanai Elazar, Shauli Ravfogel, Alon Jacovi, Yoav Goldberg
TACL 2021
(*) previous version that appeared on arxiv was named: "When Bert Forgets How To POS: Amnesic Probing of Linguistic Properties and MLM Predictions",
which we changed to the current title to better reflect our contributions.
paper
bibtex
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2020
It’s not Greek to mBERT: Inducing Word-Level Translations from Multilingual BERT
Hila Gonen, Shauli Ravfogel, Yanai Elazar, Yoav Goldberg
Third BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, at EMNLP 2020
paper
bibtex
long
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poster
The Extraordinary Failure of Complement Coercion Crowdsourcing
Yanai Elazar, Victoria Basmov, Shauli Ravfogel, Yoav Goldberg, Reut Tsarfaty
Workshop on Insights from Negative Results in NLP, EMNLP 2020
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bibtex
short
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video
Do Language Embeddings Capture Scales?
Xikun Zhang, Deepak Ramachandran, Ian Tenney, Yanai Elazar, Dan Roth
Findings of EMNLP 2020
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bibtex
long
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Unsupervised Distillation of Syntactic Information from Contextualized Word Representations
*Shauli Ravfogel, *Yanai Elazar, Jacob Goldberger, Yoav Goldberg
Third BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, at EMNLP 2020
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long
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Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection
Shauli Ravfogel, Yanai Elazar, Hila Gonen, Michael Twiton, Yoav Goldberg
ACL 2020
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long
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video
Evaluating Models' Local Decision Boundaries via Contrast Sets
Matt Gardner, Yoav Artzi, Victoria Basmova, Jonathan Berant, Ben Bogin, Sihao Chen, Pradeep Dasigi, Dheeru Dua, Yanai Elazar, Ananth Gottumukkala, Nitish Gupta, Hanna Hajishirzi, Gabriel Ilharco, Daniel Khashabi, Kevin Lin, Jiangming Liu, Nelson F Liu, Phoebe Mulcaire, Qiang Ning, Sameer Singh, Noah A Smith, Sanjay Subramanian, Reut Tsarfaty, Eric Wallace, Ally Zhang, Ben Zhou
Findings of EMNLP 2020
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long
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oLMpics -- On what Language Model Pre-training Captures
Alon Talmor, Yanai Elazar, Yoav Goldberg, Jonathan Berant
TACL 2020 (presented at EMNLP 2020)
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bibtex
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2019
Adversarial Removal of Demographic Attributes Revisited
Maria Barrett, Yova Kementchedjhieva, Yanai Elazar, Desmond Elliott, Anders Søgaard
EMNLP 2019
paper
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short
How Large Are Lions? Inducing Distributions over Quantitative Attributes
Yanai Elazar, Abhijit Mahabal, Deepak Ramachandran, Tania Bedrax-Weiss, Dan Roth
ACL 2019
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long
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resource
demo
slides
Where's My Head? Definition, Dataset and Models for Numeric Fused-Heads Identification and Resolution
Yanai Elazar, Yoav Goldberg
TACL 2019 (presented at EMNLP 2019)
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bibtex
journal
code
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demo
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Privacy and Fairness in Recommender Systems via Adversarial Training of User Representations
Yehezkel S. Resheff, Yanai Elazar, Moni Shahar, Oren Sar Shalom
ICPRAM 2019
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long
2018
Adversarial Removal of Demographic Attributes from Text Data
Yanai Elazar, Yoav Goldberg
EMNLP 2018
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long
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