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Efficient Hierarchical Domain Adaptation for Pretrained Language Models

Dec 16, 2021
Alexandra Chronopoulou, Matthew E. Peters, Jesse Dodge

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Few-Shot Self-Rationalization with Natural Language Prompts

Nov 16, 2021
Ana Marasović, Iz Beltagy, Doug Downey, Matthew E. Peters

* First two authors contributed equally 

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Tailor: Generating and Perturbing Text with Semantic Controls

Jul 15, 2021
Alexis Ross, Tongshuang Wu, Hao Peng, Matthew E. Peters, Matt Gardner

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Competency Problems: On Finding and Removing Artifacts in Language Data

Apr 17, 2021
Matt Gardner, William Merrill, Jesse Dodge, Matthew E. Peters, Alexis Ross, Sameer Singh, Noah Smith

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Cross-Document Language Modeling

Jan 02, 2021
Avi Caciularu, Arman Cohan, Iz Beltagy, Matthew E. Peters, Arie Cattan, Ido Dagan

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Explaining NLP Models via Minimal Contrastive Editing (MiCE)

Dec 27, 2020
Alexis Ross, Ana Marasović, Matthew E. Peters

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Learning from Task Descriptions

Nov 16, 2020
Orion Weller, Nicholas Lourie, Matt Gardner, Matthew E. Peters

* EMNLP 2020 

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Longformer: The Long-Document Transformer

Apr 10, 2020
Iz Beltagy, Matthew E. Peters, Arman Cohan

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Adversarial Filters of Dataset Biases

Feb 20, 2020
Ronan Le Bras, Swabha Swayamdipta, Chandra Bhagavatula, Rowan Zellers, Matthew E. Peters, Ashish Sabharwal, Yejin Choi

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Knowledge Enhanced Contextual Word Representations

Sep 09, 2019
Matthew E. Peters, Mark Neumann, Robert L. Logan IV, Roy Schwartz, Vidur Joshi, Sameer Singh, Noah A. Smith

* EMNLP 2019 

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Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling

Jun 20, 2019
Robert L. Logan IV, Nelson F. Liu, Matthew E. Peters, Matt Gardner, Sameer Singh

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Linguistic Knowledge and Transferability of Contextual Representations

Apr 11, 2019
Nelson F. Liu, Matt Gardner, Yonatan Belinkov, Matthew E. Peters, Noah A. Smith

* 22 pages, 4 figures; to appear at NAACL 2019. Converted appendices to two-column format for camera-ready 

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Dissecting Contextual Word Embeddings: Architecture and Representation

Sep 27, 2018
Matthew E. Peters, Mark Neumann, Luke Zettlemoyer, Wen-tau Yih

* EMNLP 2018 

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Deep contextualized word representations

Mar 22, 2018
Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer

* NAACL 2018. Originally posted to openreview 27 Oct 2017. v2 updated for NAACL camera ready 

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Semi-supervised sequence tagging with bidirectional language models

Apr 29, 2017
Matthew E. Peters, Waleed Ammar, Chandra Bhagavatula, Russell Power

* To appear in ACL 2017 

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