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Yoav Goldberg

Bar Ilan University and Allen Institute for Artificial Intelligence

Contrastive Explanations for Model Interpretability


Mar 02, 2021
Alon Jacovi, Swabha Swayamdipta, Shauli Ravfogel, Yanai Elazar, Yejin Choi, Yoav Goldberg


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Bootstrapping Relation Extractors using Syntactic Search by Examples


Feb 09, 2021
Matan Eyal, Asaf Amrami, Hillel Taub-Tabib, Yoav Goldberg

* EACL 2021 

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Measuring and Improving Consistency in Pretrained Language Models


Feb 01, 2021
Yanai Elazar, Nora Kassner, Shauli Ravfogel, Abhilasha Ravichander, Eduard Hovy, Hinrich Schütze, Yoav Goldberg


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A simple geometric proof for the benefit of depth in ReLU networks


Jan 18, 2021
Asaf Amrami, Yoav Goldberg

* 9 pages, 5 figures 

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Facts2Story: Controlling Text Generation by Key Facts


Dec 08, 2020
Eyal Orbach, Yoav Goldberg


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Parameter Norm Growth During Training of Transformers


Nov 11, 2020
William Merrill, Vivek Ramanujan, Yoav Goldberg, Roy Schwartz, Noah Smith

* Preprint. 9 body pages with appendix 

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It's not Greek to mBERT: Inducing Word-Level Translations from Multilingual BERT


Oct 16, 2020
Hila Gonen, Shauli Ravfogel, Yanai Elazar, Yoav Goldberg

* BlackboxNLP 2020 

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Formalizing Trust in Artificial Intelligence: Prerequisites, Causes and Goals of Human Trust in AI


Oct 15, 2020
Alon Jacovi, Ana Marasović, Tim Miller, Yoav Goldberg


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The Extraordinary Failure of Complement Coercion Crowdsourcing


Oct 12, 2020
Yanai Elazar, Victoria Basmov, Shauli Ravfogel, Yoav Goldberg, Reut Tsarfaty

* Workshop on Insights from Negative Results in NLP, co-located with EMNLP 2020 

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Unsupervised Distillation of Syntactic Information from Contextualized Word Representations


Oct 11, 2020
Shauli Ravfogel, Yanai Elazar, Jacob Goldberger, Yoav Goldberg

* Accepted in [email protected] 

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Relation Extraction as Two-way Span-Prediction


Oct 09, 2020
Amir DN Cohen, Shachar Rosenman, Yoav Goldberg


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Exposing Shallow Heuristics of Relation Extraction Models with Challenge Data


Oct 07, 2020
Shachar Rosenman, Alon Jacovi, Yoav Goldberg

* Accepted as a short paper in EMNLP 2020 

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Teaching Pre-Trained Models to Systematically Reason Over Implicit Knowledge


Jun 19, 2020
Alon Talmor, Oyvind Tafjord, Peter Clark, Yoav Goldberg, Jonathan Berant


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Interactive Extractive Search over Biomedical Corpora


Jun 07, 2020
Hillel Taub-Tabib, Micah Shlain, Shoval Sadde, Dan Lahav, Matan Eyal, Yaara Cohen, Yoav Goldberg


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Syntactic Search by Example


Jun 04, 2020
Micah Shlain, Hillel Taub-Tabib, Shoval Sadde, Yoav Goldberg


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pyBART: Evidence-based Syntactic Transformations for IE


Jun 04, 2020
Aryeh Tiktinsky, Yoav Goldberg, Reut Tsarfaty

* Accepted ACL2020 system demonstration paper 

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Aligning Faithful Interpretations with their Social Attribution


Jun 01, 2020
Alon Jacovi, Yoav Goldberg

* 12 pages 

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When Bert Forgets How To POS: Amnesic Probing of Linguistic Properties and MLM Predictions


Jun 01, 2020
Yanai Elazar, Shauli Ravfogel, Alon Jacovi, Yoav Goldberg


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Nakdan: Professional Hebrew Diacritizer


May 07, 2020
Avi Shmidman, Shaltiel Shmidman, Moshe Koppel, Yoav Goldberg

* Accepted to ACL 2020, System Demonstrations 

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A Two-Stage Masked LM Method for Term Set Expansion


May 03, 2020
Guy Kushilevitz, Shaul Markovitch, Yoav Goldberg

* short paper accepted to acl 2020 

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Unsupervised Domain Clusters in Pretrained Language Models


May 01, 2020
Roee Aharoni, Yoav Goldberg

* Accepted as a long paper in ACL 2020 

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Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection


Apr 28, 2020
Shauli Ravfogel, Yanai Elazar, Hila Gonen, Michael Twiton, Yoav Goldberg

* Accepted as a long paper in ACL 2020 

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Towards Faithfully Interpretable NLP Systems: How should we define and evaluate faithfulness?


Apr 27, 2020
Alon Jacovi, Yoav Goldberg

* Accepted to ACL 2020 

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A Formal Hierarchy of RNN Architectures


Apr 24, 2020
William Merrill, Gail Weiss, Yoav Goldberg, Roy Schwartz, Noah A. Smith, Eran Yahav

* To appear at ACL 2020. Updated to include computational cost estimates 

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