Eyal Shnarch  Eyal Shnarch photo         

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Manager, Senior Research Scientist
Machine Learning and Natural Language Processing
  

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More information:  my homepage at Bar Ilan University


2022

GrASP: A Library for Extracting and Exploring Human-Interpretable Textual Patterns
Piyawat Lertvittayakumjorn, Leshem Choshen, Eyal Shnarch, Francesca Toni
LREC, 2022
Abstract

Cluster & Tune: Boost Cold Start Performance in Text Classification
Eyal Shnarch, Ariel Gera, Alon Halfon, Lena Dankin, Leshem Choshen, Ranit Aharonov, Noam Slonim
ACL, 2022
Abstract


2021

An autonomous debating system
Noam Slonim, Yonatan Bilu, Carlos Alzate, Roy Bar-Haim, Ben Bogin, Francesca Bonin, Leshem Choshen, Edo Cohen-Karlik, Lena Dankin, Lilach Edelstein, Liat Ein-Dor, Roni Friedman-Melamed, Assaf Gavron, Ariel Gera, Martin Gleize, Shai Gretz, Dan Gutfreund, Alon Halfon, Daniel Hershcovich, Ron Hoory, Yufang Hou, Shay Hummel, Michal Jacovi, Charles Jochim, Yoav Kantor, Yoav Katz, David Konopnicki, Zvi Kons, Lili Kotlerman, Dalia Krieger, Dan Lahav, Tamar Lavee, Ran Levy, Naftali Liberman, Yosi Mass, ....
Nature 591(7850), 379-384, 2021
Abstract


2020

Unsupervised Expressive Rules Provide Explainability and Assist Human Experts Grasping New Domains
Eyal Shnarch, Leshem Choshen, Guy Moshkowich, Ranit Aharonov, Noam Slonim
Findings of the Association for Computational Linguistics: EMNLP 2020, pp. 2678--2697, Association for Computational Linguistics
Abstract

Active Learning for BERT: An Empirical Study
Liat Ein-Dor, Alon Halfon, Ariel Gera, Eyal Shnarch, Lena Dankin, Leshem Choshen, Marina Danilevsky, Ranit Aharonov, Yoav Katz, Noam Slonim
Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp. 7949--7962, Association for Computational Linguistics
Abstract

Corpus Wide Argument Mining - a Working Solution
Liat Ein-Dor, Eyal Shnarch, Lena Dankin, Alon Halfon, Benjamin Sznajder, Ariel Gera, Carlos Alzate, Martin Gleize, Leshem Choshen, Yufang Hou, Yonatan Bilu, Ranit Aharonov, Noam Slonim
AAAI Conference on Artificial Intelligence, 2020
Abstract


2019

Are You Convinced? Choosing the More Convincing Evidence with a Siamese Network
Martin Gleize, Eyal Shnarch, Leshem Choshen, Lena Dankin, Guy Moshkowich, Ranit Aharonov, Noam Slonim
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pp. 967--976, Association for Computational Linguistics, 2019
Abstract


2018

Will it Blend? Blending Weak and Strong Labeled Data in a Neural Network for Argumentation Mining
Eyal Shnarch, Carlos Alzate, Lena Dankin, Martin Gleize, Yufang Hou, Leshem Choshen, Ranit Aharonov, Noam Slonim
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pp. 599--605, Association for Computational Linguistics, 2018
Abstract

Semantic Relatedness of Wikipedia Concepts -- Benchmark Data and a Working Solution
Liat Ein Dor, Alon Halfon, Yoav Kantor, Ran Levy, Yosi Mass, Ruty Rinott, Eyal Shnarch, Noam Slonim
Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018), European Language Resources Association (ELRA)


2017

GrASP: Rich Patterns for Argumentation Mining
Eyal Shnarch, Ran Levy, Vikas Raykar, Noam Slonim
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, pp. 1345--1350, Association for Computational Linguistics


2013

Probabilistic Models for Lexical Inference
Shnarch, Eyal
2013 - u.cs.biu.ac.il, Bar Ilan University
PhD thesis

PLIS: a Probabilistic Lexical Inference System.
Shnarch, Eyal and Segal-haLevi, Erel and Goldberger, Jacob and Dagan, Ido
ACL (Conference System Demonstrations), pp. 97--102, 2013
Abstract


2012

A Probabilistic Lexical Model for Ranking Textual Inferences
Eyal Shnarch, Ido Dagan, Jacob Goldberger
*SEM (Joint Conference on Lexical and Computational Semantics), 2012


2011

Knowledge and tree-edits in learnable entailment proofs
Asher Stern, Amnon Lotan, Shachar Mirkin, Eyal Shnarch, Lili Kotlerman, Jonathan Berant, Ido Dagan
TAC, Gathersburg, MD, 2011

A Probabilistic Modeling Framework for Lexical Entailment
Eyal Shnarch, Jacob Goldberger, Ido Dagan
ACL, 2011

Towards a Probabilistic Model for Lexical Entailment
Eyal Shnarch, Jacob Goldberger, Ido Dagan
TextInfer, 2011


2010

Rule Chaining and Approximate Match in textual inference.
Stern, Asher and Shnarch, Eyal and Mirkin, Shachar and Kotlerman, Lili and Zeichner, Naomi and Dagan, Ido and Lotan, Amnon and Berant, Jonathan
TAC, 2010

Recognising entailment within discourse
Shachar Mirkin, Jonathan Berant, Ido Dagan, Eyal Shnarch
Proceedings of the 23rd International Conference on Computational Linguistics, pp. 770--778, 2010


2009

Efficient smantic deduction and approximate matching over compact parse forests
Bar Haim, Roy and Berant, Jonathan and Dagan, Ido and Greental, Iddo and Mirkin, Shachar and Shnarch, Eyal and Szpektor, Idan
2009 - academia.edu
Abstract

Extracting Lexical Reference Rules from Wikipedia
Eyal Shnarch, Libby Barak, Ido Dagan
ACL, 2009

Evaluating the inferential utility of lexical-semantic resources
Shachar Mirkin, Ido Dagan, Eyal Shnarch
Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics, pp. 558--566, 2009

Text Categorization from Category Name via Lexical Reference
Libby Barak, Ido Dagan, Eyal Shnarch
NAACL, 2009

Addressing Discourse and Document Structure in the RTE Search Task.
Mirkin, Shachar and Bar-Haim, Roy and Dagan, Ido and Shnarch, Eyal and Stern, Asher and Szpektor, Idan and Berant, Jonathan
TAC, 2009
Abstract


2008

Lexical entailment and its extraction from Wikipedia
Shnarch, Eyal
Ph.D. Thesis, 2008
Abstract

Natural Language as the Basis for Meaning Representation and Inference
Ido Dagan, Roy Bar-Haim, Idan Szpektor, Iddo Greental, and Eyal Shnarch
CICLING, 2008


2007

Semantic Inference at the Lexical-Syntactic Level
Roy Bar-Haim, Ido Dagan, Iddo Greental and Eyal Shnarch
AAAI, 2007

Instance-based Evaluation of Entailment Rule Acquisition
Idan Szpektor, Eyal Shnarch and Ido Dagan
ACL, 2007


2006

Lexical Reference: a Semantic Matching Subtask
Oren Glickman, Ido Dagan, Eyal Shnarch
EMNLP, 2006