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Explain, Edit, and Understand: Rethinking User Study Design for Evaluating Model Explanations


Dec 17, 2021
Siddhant Arora, Danish Pruthi, Norman Sadeh, William W. Cohen, Zachary C. Lipton, Graham Neubig

* AAAI 2022 

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VarCLR: Variable Semantic Representation Pre-training via Contrastive Learning


Dec 05, 2021
Qibin Chen, Jeremy Lacomis, Edward J. Schwartz, Graham Neubig, Bogdan Vasilescu, Claire Le Goues

* Accepted by ICSE 2022 

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DEEP: DEnoising Entity Pre-training for Neural Machine Translation


Nov 14, 2021
Junjie Hu, Hiroaki Hayashi, Kyunghyun Cho, Graham Neubig

* 13 pages 

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Lexically Aware Semi-Supervised Learning for OCR Post-Correction


Nov 04, 2021
Shruti Rijhwani, Daisy Rosenblum, Antonios Anastasopoulos, Graham Neubig

* Accepted to the Transactions of the Association for Computational Linguistics (TACL) 

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On The Ingredients of an Effective Zero-shot Semantic Parser


Oct 15, 2021
Pengcheng Yin, John Wieting, Avirup Sil, Graham Neubig


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Breaking Down Multilingual Machine Translation


Oct 15, 2021
Ting-Rui Chiang, Yi-Pei Chen, Yi-Ting Yeh, Graham Neubig


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Systematic Inequalities in Language Technology Performance across the World's Languages


Oct 13, 2021
Damián Blasi, Antonios Anastasopoulos, Graham Neubig


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Towards a Unified View of Parameter-Efficient Transfer Learning


Oct 08, 2021
Junxian He, Chunting Zhou, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig

* under review 

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Capturing Structural Locality in Non-parametric Language Models


Oct 06, 2021
Frank F. Xu, Junxian He, Graham Neubig, Vincent J. Hellendoorn


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Learning to Superoptimize Real-world Programs


Sep 28, 2021
Alex Shypula, Pengcheng Yin, Jeremy Lacomis, Claire Le Goues, Edward Schwartz, Graham Neubig

* 10 pages, 6 figures, under review at the Thirty-Sixth AAAI Conference on Artificial Intelligence 

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Dependency Induction Through the Lens of Visual Perception


Sep 20, 2021
Ruisi Su, Shruti Rijhwani, Hao Zhu, Junxian He, Xinyu Wang, Yonatan Bisk, Graham Neubig

* Accepted to CoNLL 2021 

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Hierarchical Control of Situated Agents through Natural Language


Sep 16, 2021
Shuyan Zhou, Pengcheng Yin, Graham Neubig


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When Does Translation Require Context? A Data-driven, Multilingual Exploration


Sep 15, 2021
Kayo Yin, Patrick Fernandes, André F. T. Martins, Graham Neubig


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Should We Be Pre-training? An Argument for End-task Aware Training as an Alternative


Sep 15, 2021
Lucio M. Dery, Paul Michel, Ameet Talwalkar, Graham Neubig

* 16 pages, 4 figures 

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When is Wall a Pared and when a Muro? -- Extracting Rules Governing Lexical Selection


Sep 13, 2021
Aditi Chaudhary, Kayo Yin, Antonios Anastasopoulos, Graham Neubig

* Accepted at EMNLP 2021 

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Efficient Test Time Adapter Ensembling for Low-resource Language Varieties


Sep 10, 2021
Xinyi Wang, Yulia Tsvetkov, Sebastian Ruder, Graham Neubig

* EMNLP 2021 Findings 

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AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages


Sep 10, 2021
Machel Reid, Junjie Hu, Graham Neubig, Yutaka Matsuo

* EMNLP 2021 

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Efficient Nearest Neighbor Language Models


Sep 09, 2021
Junxian He, Graham Neubig, Taylor Berg-Kirkpatrick

* EMNLP 2021 

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Distributionally Robust Multilingual Machine Translation


Sep 09, 2021
Chunting Zhou, Daniel Levy, Xian Li, Marjan Ghazvininejad, Graham Neubig

* Long paper accepted by EMNLP2021 main conference 

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Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing


Jul 28, 2021
Pengfei Liu, Weizhe Yuan, Jinlan Fu, Zhengbao Jiang, Hiroaki Hayashi, Graham Neubig

* Website: http://pretrain.nlpedia.ai/ 

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Few-shot Language Coordination by Modeling Theory of Mind


Jul 12, 2021
Hao Zhu, Graham Neubig, Yonatan Bisk

* Thirty-eighth International Conference on Machine Learning (ICML 2021) 

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BARTScore: Evaluating Generated Text as Text Generation


Jun 22, 2021
Weizhe Yuan, Graham Neubig, Pengfei Liu

* Demo at http://explainaboard.nlpedia.ai/leaderboard/task-meval/ 

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Phrase-level Active Learning for Neural Machine Translation


Jun 21, 2021
Junjie Hu, Graham Neubig


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Examining and Combating Spurious Features under Distribution Shift


Jun 14, 2021
Chunting Zhou, Xuezhe Ma, Paul Michel, Graham Neubig

* Accepted by ICML2021 

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CitationIE: Leveraging the Citation Graph for Scientific Information Extraction


Jun 03, 2021
Vijay Viswanathan, Graham Neubig, Pengfei Liu

* ACL-IJCNLP 2021 camera-ready (long paper in main conference) 

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Measuring and Increasing Context Usage in Context-Aware Machine Translation


Jun 02, 2021
Patrick Fernandes, Kayo Yin, Graham Neubig, André F. T. Martins

* ACL 2021 

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Do Context-Aware Translation Models Pay the Right Attention?


May 21, 2021
Kayo Yin, Patrick Fernandes, Danish Pruthi, Aditi Chaudhary, André F. T. Martins, Graham Neubig

* Accepted to ACL 2021 

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Data Augmentation for Sign Language Gloss Translation


May 16, 2021
Amit Moryossef, Kayo Yin, Graham Neubig, Yoav Goldberg

* 4 pages, 1 page abstract 

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