Information Extraction for Everyone

Publications

Conference proceedings (31)

Syntactic Search by Example

Author(s): Micah Shlain, Hillel Taub-Tabib, Shoval Sadde, Yoav Goldberg
Published in: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: System Demonstrations, 2020, Page(s) 17-23
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.acl-demos.3

Contrastive Explanations for Model Interpretability

Author(s): Alon Jacovi, Swabha Swayamdipta, Shauli Ravfogel, Yanai Elazar, Yejin Choi, Yoav Goldberg
Published in: EMNLP, 2021, Page(s) 1597–1611
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2021.emnlp-main.120

Interactive Extractive Search over Biomedical Corpora

Author(s): Hillel Taub Tabib, Micah Shlain, Shoval Sadde, Dan Lahav, Matan Eyal, Yaara Cohen, Yoav Goldberg
Published in: Proceedings of the 19th SIGBioMed Workshop on Biomedical Language Processing, 2020, Page(s) 28-37
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.bionlp-1.3

Unsupervised Distillation of Syntactic Information from Contextualized Word Representations

Author(s): Shauli Ravfogel, Yanai Elazar, Jacob Goldberger, Yoav Goldberg
Published in: Proceedings of the Third BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, 2020, Page(s) 91-106
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.blackboxnlp-1.9

Hebrew Psychological Lexicons

Author(s): Natalie Shapira, Dana Atzil-Slonim, Daniel Juravski, Moran Baruch, Adar Paz, Dana Stolowicz-Melman, Tal Alfi-Yogev, Roy Azoulay, Adi Singer, Maayan Revivo, Chen Dahbash, Limor Dayan, Tamar Naim, Lidar Gez, Boaz Yanai, Adva Maman, Adam Nadaf, Elinor Sarfati, Amna Baloum, Tal Naor, Ephraim Mosenkis, Matan Kenigsbuch, Badreya Sarsour, Yarden Elias, Liat Braun, Moria Rubin, Jany Gelfand Morgenshteyn,
Published in: CL-PSYCH, 2021
Publisher: ACL

Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection

Author(s): Shauli Ravfogel, Yanai Elazar, Hila Gonen, Michael Twiton, Yoav Goldberg
Published in: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020, Page(s) 7237-7256
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.acl-main.647

How Does Grammatical Gender Affect Noun Representations in Gender-Marking Languages?

Author(s): Yoav Goldberg; Yova Kementchedjhieva; Hila Gonen
Published in: CoNLL, 1, 2019, Page(s) 463-471
Publisher: CoNLL
DOI: 10.18653/v1/k19-1043

BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models

Author(s): Zaken, Elad Ben; Ravfogel, Shauli; Goldberg, Yoav
Published in: ACL, 2022
Publisher: ACL
DOI: 10.48550/arxiv.2106.10199

Scalable Evaluation and Improvement of Document Set Expansion via Neural Positive-Unlabeled Learning

Author(s): Alon Jacovi, Gang Niu, Yoav Goldberg, Masashi Sugiyama
Published in: EACL, 2021, Page(s) 581–592
Publisher: ACL
DOI: 10.18653/v1/2021.eacl-main.47

Thinking like Transformers

Author(s): Gail Weiss, Eran Yahav, Yoav Goldberg
Published in: Proceedings of Machine Learning Research, Yearly, 2021, Page(s) 11080--11090
Publisher: PMLR

A Formal Hierarchy of RNN Architectures

Author(s): William Merrill, Gail Weiss, Yoav Goldberg, Roy Schwartz, Noah A. Smith, Eran Yahav
Published in: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020, Page(s) 443-459
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.acl-main.43

A Two-Stage Masked LM Method for Term Set Expansion

Author(s): Guy Kushilevitz, Shaul Markovitch, Yoav Goldberg
Published in: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020, Page(s) 6829-6835
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.acl-main.610

The Extraordinary Failure of Complement Coercion Crowdsourcing

Author(s): Yanai Elazar, Victoria Basmov, Shauli Ravfogel, Yoav Goldberg, Reut Tsarfaty
Published in: Proceedings of the First Workshop on Insights from Negative Results in NLP, 2020, Page(s) 106-116
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.insights-1.17

Learning Deterministic Weighted Automata with Queries and Counterexamples

Author(s): Weiss, Gail; Goldberg, Yoav; Yahav, Eran
Published in: Proc. of NeurIPS, 2, 2019
Publisher: NeurIPS

Exposing Shallow Heuristics of Relation Extraction Models with Challenge Data

Author(s): Shachar Rosenman, Alon Jacovi, Yoav Goldberg
Published in: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020, Page(s) 3702-3710
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.emnlp-main.302

Neural Extractive Search

Author(s): Shauli Ravfogel, Hillel Taub-Tabib, Yoav Goldberg
Published in: Proceedings of ACL, 2021, Page(s) 210--217
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2021.acl-demo.25

Leap-Of-Thought: Teaching Pre-Trained Models to Systematically Reason Over Implicit Knowledge

Author(s): Talmor, Alon; Tafjord, Oyvind; Clark, Peter; Goldberg, Yoav; Berant, Jonathan
Published in: NeurIPS, 1, 2020
Publisher: NeurIPS

Simple, Interpretable and Stable Method for Detecting Words with Usage Change across Corpora

Author(s): Hila Gonen; Ganesh Jawahar; Djamé Seddah; Yoav Goldberg
Published in: "ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States. pp.538-555, ⟨10.18653/v1/2020.acl-main.51⟩", 1, 2020
Publisher: ACL
DOI: 10.18653/v1/2020.acl-main.51

Learning Deterministic Weighted Automata with Queries and Counterexamples

Author(s): Weiss, Gail; Goldberg, Yoav; Yahav, Eran
Published in: NeurIPS, 2019, 2019, Page(s) 8558-8569
Publisher: NeurIPS

pyBART: Evidence-based Syntactic Transformations for IE

Author(s): Aryeh Tiktinsky, Yoav Goldberg, Reut Tsarfaty
Published in: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: System Demonstrations, 2020, Page(s) 47-55
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.acl-demos.7

Analyzing Gender Representation in Multilingual Models

Author(s): Hila Gonen, Shauli Ravfogel, Yoav Goldberg
Published in: Representation Learning for NLP, 7, 2022, Page(s) 67–77
Publisher: ACL
DOI: 10.18653/v1/2022.repl4nlp-1.8

Thinking Like Transformers

Author(s): Weiss, Gail; Goldberg, Yoav; Yahav, Eran
Published in: Proc. of ICML, 2, 2021
Publisher: PMLR

Hebrew Psychological Lexicons

Author(s): Natalie Shapira, Dana Atzil-Slonim, Daniel Juravski, Moran Baruch, Dana Stolowicz-Melman, Adar Paz, Tal Alfi-Yogev, Roy Azoulay, Adi Singer, Maayan Revivo, Chen Dahbash, Limor Dayan, Tamar Naim, Lidar Gez, Boaz Yanai, Adva Maman, Adam Nadaf, Elinor Sarfati, Amna Baloum, Tal Naor, Ephraim Mosenkis, Badreya Sarsour, Jany Gelfand Morgenshteyn, Yarden Elias, Liat Braun, Moria Rubin, Matan Kenigsbuch,
Published in: Proc of CL-Psych, 2021
Publisher: Assoc for Computational Linguistics
DOI: 10.18653/v1/2021.clpsych-1.6

Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction

Author(s): Shauli Ravfogel, Grusha Prasad, Tal Linzen, Yoav Goldberg
Published in: Proc. of CoNLL, 2021
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2021.conll-1.15

Compressing Pre-trained Language Models by Matrix Decomposition

Author(s): Matan Ben Noach, Yoav Goldberg
Published in: Proc. of AACL, 2020
Publisher: Assoc for Computational Linguistics

Large Scale Substitution-based Word Sense Induction

Author(s): Matan Eyal, Shoval Sadde, Hillel Taub-Tabib, Yoav Goldberg
Published in: ACL, 2022, Page(s) 4738–4752
Publisher: ACL
DOI: 10.18653/v1/2022.acl-long.325

Bootstrapping Relation Extractors using Syntactic Search by Examples

Author(s): Matan Eyal; Asaf Amrami; Hillel Taub-Tabib; Yoav Goldberg
Published in: EACL, 1, 2021
Publisher: Assoc for Computational Linguistics
DOI: 10.18653/v1/2021.eacl-main.128

Asking It All: Generating Contextualized Questions for any Semantic Role

Author(s): Valentina Pyatkin; Paul Roit; Julian Michael; Yoav Goldberg; Reut Tsarfaty; Ido Dagan
Published in: Proc. of EMNLP, 2, 2021
Publisher: Assoc. for Computational Linguistics
DOI: 10.18653/v1/2021.emnlp-main.108

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

Author(s): Hila Gonen, Shauli Ravfogel, Yanai Elazar, Yoav Goldberg
Published in: Proceedings of the Third BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, 2020, Page(s) 45-56
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.blackboxnlp-1.5

Towards Faithfully Interpretable NLP Systems: How Should We Define and Evaluate Faithfulness?

Author(s): Alon Jacovi, Yoav Goldberg
Published in: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020, Page(s) 4198-4205
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.acl-main.386

Prerequisites, Causes and Goals of Human Trust in AI

Author(s): Alon Jacovi; Ana Marasović; Tim Miller; Yoav Goldberg
Published in: FAccT, 2, 2021
Publisher: ACM
DOI: 10.1145/3442188.3445923

Peer reviewed articles (5)

Measuring and Improving Consistency in Pretrained Language Models

Author(s): Yanai Elazar, Nora Kassner, Shauli Ravfogel, Abhilasha Ravichander, Eduard Hovy, Hinrich Schütze, Yoav Goldberg
Published in: Transactions of the Association for Computational Linguistics, 2021, ISSN 2307-387X
Publisher: MIT Press
DOI: 10.1162/tacl_a_00410

Using computerized text analysis to examine associations between linguistic features and clients’ distress during psychotherapy.

Author(s): Natalie Shapira, Gal Lazarus, Yoav Goldberg, Eva Gilboa-Schechtman, Rivka Tuval-Mashiach, Daniel Juravski, Dana Atzil-Slonim
Published in: Journal of Counseling Psychology, 2020, ISSN 0022-0167
Publisher: American Psychological Association
DOI: 10.1037/cou0000440

Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals

Author(s): Yanai Elazar, Shauli Ravfogel, Alon Jacovi, Yoav Goldberg
Published in: Transactions of the Association for Computational Linguistics, 2021, ISSN 2307-387X
Publisher: MIT Press
DOI: 10.1162/tacl_a_00359

oLMpics-On What Language Model Pre-training Captures

Author(s): Alon Talmor, Yanai Elazar, Yoav Goldberg, Jonathan Berant
Published in: Transactions of the Association for Computational Linguistics, 8, 2020, Page(s) 743-758, ISSN 2307-387X
Publisher: Association for Computational Linguistics
DOI: 10.1162/tacl_a_00342

Aligning Faithful Interpretations with their Social Attribution

Author(s): Alon Jacovi, Yoav Goldberg
Published in: Transactions of the Association for Computational Linguistics, 9, 2020, Page(s) 294–310, ISSN 2307-387X
Publisher: MIT Press
DOI: 10.1162/tacl_a_00367