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What do Neural Machine Translation Models Learn about Morphology?

11 April 2017

Papers citing "What do Neural Machine Translation Models Learn about Morphology?"

50 / 251 papers shown

Title
Examining Structure of Word Embeddings with PCAInternational Conference on Text, Speech and Dialogue (TSD), 2019 Tomáš Musil 168 13 0 31 May 2019
Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be PrunedAnnual Meeting of the Association for Computational Linguistics (ACL), 2019 Elena Voita David Talbot F. Moiseev Rico Sennrich Ivan Titov 526 1,306 0 23 May 2019
What do you learn from context? Probing for sentence structure in contextualized word representationsInternational Conference on Learning Representations (ICLR), 2019 Ian Tenney Patrick Xia Berlin Chen Alex Jinpeng Wang Adam Poliak ... Najoung Kim Benjamin Van Durme Samuel R. Bowman Dipanjan Das Ellie Pavlick 378 910 0 15 May 2019
Contextualization of Morphological InflectionNorth American Chapter of the Association for Computational Linguistics (NAACL), 2019 Ekaterina Vylomova Robert Bamler Timothy Baldwin Trevor Cohn Jason Eisner 100 5 0 04 May 2019
Multi-Head Multi-Layer Attention to Deep Language Representations for Grammatical Error Detection Masahiro Kaneko Mamoru Komachi 96 31 0 15 Apr 2019
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsInternational Conference on Computational Logic (ICCL), 2019 Gözde Gül Sahin Clara Vania Ilia Kuznetsov Iryna Gurevych 158 45 0 22 Mar 2019
Linguistic Knowledge and Transferability of Contextual RepresentationsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2019 Nelson F. Liu Matt Gardner Yonatan Belinkov Matthew E. Peters Noah A. Smith 684 782 0 21 Mar 2019
Still a Pain in the Neck: Evaluating Text Representations on Lexical CompositionTransactions of the Association for Computational Linguistics (TACL), 2019 Vered Shwartz Ido Dagan CoGe 175 86 0 27 Feb 2019
Discovery of Natural Language Concepts in Individual Units of CNNs Seil Na Yo Joong Choe Dong-Hyun Lee Gunhee Kim MILM 111 25 0 18 Feb 2019
No Training Required: Exploring Random Encoders for Sentence ClassificationInternational Conference on Learning Representations (ICLR), 2019 John Wieting Douwe Kiela 214 101 0 29 Jan 2019
What Is One Grain of Sand in the Desert? Analyzing Individual Neurons in Deep NLP Models Fahim Dalvi Nadir Durrani Hassan Sajjad Yonatan Belinkov A. Bau James R. Glass MILM 201 210 0 21 Dec 2018
Analysis Methods in Neural Language Processing: A Survey Yonatan Belinkov James R. Glass 243 588 0 21 Dec 2018
RNNs Implicitly Implement Tensor Product Representations R. Thomas McCoy Tal Linzen Ewan Dunbar P. Smolensky 129 58 0 20 Dec 2018
The Best of Both Worlds: Lexical Resources To Improve Low-Resource Part-of-Speech Tagging Barbara Plank Sigrid Klerke Zeljko Agic NAI 159 5 0 21 Nov 2018
Evaluating the Ability of LSTMs to Learn Context-Free Grammars Luzi Sennhauser Robert C. Berwick 167 57 0 06 Nov 2018
Investigating context features hidden in End-to-End TTS Kohki Mametani T. Kato Seiichi Yamamoto 83 9 0 04 Nov 2018
Identifying and Controlling Important Neurons in Neural Machine Translation A. Bau Yonatan Belinkov Hassan Sajjad Nadir Durrani Fahim Dalvi James R. Glass MILM 186 190 0 03 Nov 2018
Understanding Learning Dynamics Of Language Models with SVCCA Naomi Saphra Adam Lopez 350 105 0 01 Nov 2018
Marrying Universal Dependencies and Universal Morphology Arya D. McCarthy Miikka Silfverberg Robert Bamler Mans Hulden David Yarowsky 198 45 0 15 Oct 2018
Language Modeling Teaches You More Syntax than Translation Does: Lessons Learned Through Auxiliary Task Analysis Kelly W. Zhang Samuel R. Bowman 202 72 0 26 Sep 2018
Character-Aware Decoder for Translation into Morphologically Rich Languages Adithya Renduchintala Pamela Shapiro Kevin Duh Philipp Koehn AI4CE 203 5 0 06 Sep 2018
BPE and CharCNNs for Translation of Morphology: A Cross-Lingual Comparison and Analysis Pamela Shapiro Kevin Duh 138 9 0 05 Sep 2018
Parameter Sharing Methods for Multilingual Self-Attentional Translation Models Devendra Singh Sachan Graham Neubig MoE 140 115 0 01 Sep 2018
Explaining Character-Aware Neural Networks for Word-Level Prediction: Do They Discover Linguistic Rules? Fréderic Godin Kris Demuynck J. Dambre W. D. Neve T. Demeester AI4CE 115 18 0 28 Aug 2018
What do character-level models learn about morphology? The case of dependency parsing Clara Vania Andreas Grivas Adam Lopez AI4CE 129 25 0 28 Aug 2018
Dissecting Contextual Word Embeddings: Architecture and Representation Matthew E. Peters Mark Neumann Luke Zettlemoyer Anuj Kumar 192 459 0 27 Aug 2018
A Survey of the Usages of Deep Learning in Natural Language Processing Dan Otter Julian R. Medina Jugal Kalita VLM 262 12 0 27 Jul 2018
Lost in Translation: Analysis of Information Loss During Machine Translation Between Polysynthetic and Fusional Languages Manuel Mager Elisabeth Mager A. M. Urrea Ivan Vladimir Meza Ruiz Katharina Kann 173 20 0 01 Jul 2018
Dynamic Multi-Level Multi-Task Learning for Sentence Simplification Han Guo Ramakanth Pasunuru Joey Tianyi Zhou 116 69 0 19 Jun 2018
Character-Level Models versus Morphology in Semantic Role Labeling Gözde Gül Sahin Mark Steedman 207 17 0 30 May 2018
LSTMs Exploit Linguistic Attributes of Data Nelson F. Liu Omer Levy Roy Schwartz Chenhao Tan Noah A. Smith 81 15 0 29 May 2018
Soft Layer-Specific Multi-Task Summarization with Entailment and Question Generation Han Guo Ramakanth Pasunuru Joey Tianyi Zhou 142 139 0 28 May 2018
Inducing Grammars with and for Neural Machine Translation Ke M. Tran Yonatan Bisk 112 22 0 28 May 2018
Neural Machine Translation for Bilingually Scarce Scenarios: A Deep Multi-task Learning Approach Poorya Zaremoodi Gholamreza Haffari 105 20 0 11 May 2018
Deep RNNs Encode Soft Hierarchical Syntax Terra Blevins Omer Levy Luke Zettlemoyer 182 114 0 11 May 2018
The Fine Line between Linguistic Generalization and Failure in Seq2Seq-Attention Models Noah Weber L. Shekhar Niranjan Balasubramanian 268 30 0 03 May 2018
What you can cram into a single vector: Probing sentence embeddings for linguistic properties Alexis Conneau Germán Kruszewski Guillaume Lample Loïc Barrault Marco Baroni 579 942 0 03 May 2018
On the Evaluation of Semantic Phenomena in Neural Machine Translation Using Natural Language Inference Adam Poliak Yonatan Belinkov James R. Glass Benjamin Van Durme 124 41 0 25 Apr 2018
Scheduled Multi-Task Learning: From Syntax to TranslationTransactions of the Association for Computational Linguistics (TACL), 2018 E. Kiperwasser Miguel Ballesteros 130 85 0 24 Apr 2018
Collecting Diverse Natural Language Inference Problems for Sentence Representation Evaluation Adam Poliak Aparajita Haldar Rachel Rudinger J. E. Hu Ellie Pavlick Aaron Steven White Benjamin Van Durme AI4CE 95 0 0 23 Apr 2018
Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning Sandeep Subramanian Adam Trischler Yoshua Bengio C. Pal SSL 205 334 0 30 Mar 2018
Colorless green recurrent networks dream hierarchically Kristina Gulordava Piotr Bojanowski Edouard Grave Tal Linzen Marco Baroni 213 522 0 29 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 1.1K 11,927 0 15 Feb 2018
Evaluating Layers of Representation in Neural Machine Translation on Part-of-Speech and Semantic Tagging Tasks Yonatan Belinkov Lluís Màrquez i Villodre Hassan Sajjad Nadir Durrani Fahim Dalvi James R. Glass 196 173 0 23 Jan 2018
Synthetic and Natural Noise Both Break Neural Machine Translation Yonatan Belinkov Yonatan Bisk 343 781 0 06 Nov 2017
What does Attention in Neural Machine Translation Pay Attention to? Hamidreza Ghader Christof Monz 141 113 0 09 Oct 2017
Analyzing Hidden Representations in End-to-End Automatic Speech Recognition Systems Yonatan Belinkov James R. Glass 104 90 0 13 Sep 2017
Do latent tree learning models identify meaningful structure in sentences? Adina Williams Andrew Drozdov Samuel R. Bowman 191 22 0 04 Sep 2017
Challenging Language-Dependent Segmentation for Arabic: An Application to Machine Translation and Part-of-Speech Tagging Hassan Sajjad Fahim Dalvi Nadir Durrani Ahmed Abdelali Yonatan Belinkov S. Vogel 151 29 0 02 Sep 2017
Learning Language Representations for Typology Prediction Chaitanya Malaviya Graham Neubig Patrick Littell 168 111 0 29 Jul 2017