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The Turking Test: Can Language Models Understand Instructions?

Oct 22, 2020
Avia Efrat, Omer Levy


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Neural Machine Translation without Embeddings

Aug 21, 2020
Uri Shaham, Omer Levy


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Aligned Cross Entropy for Non-Autoregressive Machine Translation

Apr 03, 2020
Marjan Ghazvininejad, Vladimir Karpukhin, Luke Zettlemoyer, Omer Levy


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Semi-Autoregressive Training Improves Mask-Predict Decoding

Jan 23, 2020
Marjan Ghazvininejad, Omer Levy, Luke Zettlemoyer


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Improving Transformer Models by Reordering their Sublayers

Nov 10, 2019
Ofir Press, Noah A. Smith, Omer Levy


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Blockwise Self-Attention for Long Document Understanding

Nov 07, 2019
Jiezhong Qiu, Hao Ma, Omer Levy, Scott Wen-tau Yih, Sinong Wang, Jie Tang


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Generalization through Memorization: Nearest Neighbor Language Models

Nov 01, 2019
Urvashi Khandelwal, Omer Levy, Dan Jurafsky, Luke Zettlemoyer, Mike Lewis


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BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension

Oct 29, 2019
Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Ves Stoyanov, Luke Zettlemoyer


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Structural Language Models for Any-Code Generation

Sep 30, 2019
Uri Alon, Roy Sadaka, Omer Levy, Eran Yahav


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BERT for Coreference Resolution: Baselines and Analysis

Sep 01, 2019
Mandar Joshi, Omer Levy, Daniel S. Weld, Luke Zettlemoyer

* EMNLP 2019 camera ready version 

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SpanBERT: Improving Pre-training by Representing and Predicting Spans

Jul 31, 2019
Mandar Joshi, Danqi Chen, Yinhan Liu, Daniel S. Weld, Luke Zettlemoyer, Omer Levy


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RoBERTa: A Robustly Optimized BERT Pretraining Approach

Jul 26, 2019
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov


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What Does BERT Look At? An Analysis of BERT's Attention

Jun 11, 2019
Kevin Clark, Urvashi Khandelwal, Omer Levy, Christopher D. Manning

* BlackBoxNLP 2019 

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Are Sixteen Heads Really Better than One?

May 25, 2019
Paul Michel, Omer Levy, Graham Neubig


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SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems

May 02, 2019
Alex Wang, Yada Pruksachatkun, Nikita Nangia, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel R. Bowman

* super.gluebenchmark.com 

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Constant-Time Machine Translation with Conditional Masked Language Models

Apr 19, 2019
Marjan Ghazvininejad, Omer Levy, Yinhan Liu, Luke Zettlemoyer


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Training on Synthetic Noise Improves Robustness to Natural Noise in Machine Translation

Feb 05, 2019
Vladimir Karpukhin, Omer Levy, Jacob Eisenstein, Marjan Ghazvininejad


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code2vec: Learning Distributed Representations of Code

Oct 30, 2018
Uri Alon, Meital Zilberstein, Omer Levy, Eran Yahav

* Accepted in POPL 2019 

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pair2vec: Compositional Word-Pair Embeddings for Cross-Sentence Inference

Oct 20, 2018
Mandar Joshi, Eunsol Choi, Omer Levy, Daniel S. Weld, Luke Zettlemoyer


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code2seq: Generating Sequences from Structured Representations of Code

Oct 10, 2018
Uri Alon, Omer Levy, Eran Yahav


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GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding

Sep 18, 2018
Alex Wang, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel R. Bowman

* https://gluebenchmark.com/ 

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Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling

Aug 13, 2018
Luheng He, Kenton Lee, Omer Levy, Luke Zettlemoyer

* 5 pages, ACL 2018 

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Ultra-Fine Entity Typing

Jul 13, 2018
Eunsol Choi, Omer Levy, Yejin Choi, Luke Zettlemoyer

* ACL 18 

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LSTMs Exploit Linguistic Attributes of Data

May 29, 2018
Nelson F. Liu, Omer Levy, Roy Schwartz, Chenhao Tan, Noah A. Smith

* 7 pages, 4 figures; accepted to ACL 2018 RepL4NLP workshop 

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Simulating Action Dynamics with Neural Process Networks

May 15, 2018
Antoine Bosselut, Omer Levy, Ari Holtzman, Corin Ennis, Dieter Fox, Yejin Choi


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Deep RNNs Encode Soft Hierarchical Syntax

May 11, 2018
Terra Blevins, Omer Levy, Luke Zettlemoyer

* Accepted to ACL 2018 

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Long Short-Term Memory as a Dynamically Computed Element-wise Weighted Sum

May 09, 2018
Omer Levy, Kenton Lee, Nicholas FitzGerald, Luke Zettlemoyer

* ACL 2018 

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A General Path-Based Representation for Predicting Program Properties

Apr 22, 2018
Uri Alon, Meital Zilberstein, Omer Levy, Eran Yahav

* to appear in PLDI 2018 

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Annotation Artifacts in Natural Language Inference Data

Apr 16, 2018
Suchin Gururangan, Swabha Swayamdipta, Omer Levy, Roy Schwartz, Samuel R. Bowman, Noah A. Smith

* 6 pages, 1 figure, NAACL 2018 

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