Proceedings of the 5th Workshop on Representation Learning for NLP

Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor 2020-07 Association for Computational Linguistics Online text conference publication repl4nlp-2020-representation https://aclanthology.org/2020.repl4nlp-1.0/ Zero-Resource Cross-Domain Named Entity Recognition Zihan Liu author Genta Indra Winata author Pascale Fung author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication liu-etal-2020-zero 10.18653/v1/2020.repl4nlp-1.1 https://aclanthology.org/2020.repl4nlp-1.1/ 2020-07 1 6 Encodings of Source Syntax: Similarities in NMT Representations Across Target Languages Tyler A Chang author Anna Rafferty author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication chang-rafferty-2020-encodings 10.18653/v1/2020.repl4nlp-1.2 https://aclanthology.org/2020.repl4nlp-1.2/ 2020-07 7 16 Learning Probabilistic Sentence Representations from Paraphrases Mingda Chen author Kevin Gimpel author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication chen-gimpel-2020-learning 10.18653/v1/2020.repl4nlp-1.3 https://aclanthology.org/2020.repl4nlp-1.3/ 2020-07 17 23 Word Embeddings as Tuples of Feature Probabilities Siddharth Bhat author Alok Debnath author Souvik Banerjee author Manish Shrivastava author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication bhat-etal-2020-word 10.18653/v1/2020.repl4nlp-1.4 https://aclanthology.org/2020.repl4nlp-1.4/ 2020-07 24 33 Compositionality and Capacity in Emergent Languages Abhinav Gupta author Cinjon Resnick author Jakob Foerster author Andrew Dai author Kyunghyun Cho author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication gupta-etal-2020-compositionality 10.18653/v1/2020.repl4nlp-1.5 https://aclanthology.org/2020.repl4nlp-1.5/ 2020-07 34 38 Learning Geometric Word Meta-Embeddings Pratik Jawanpuria author Satya Dev N T V author Anoop Kunchukuttan author Bamdev Mishra author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication jawanpuria-etal-2020-learning 10.18653/v1/2020.repl4nlp-1.6 https://aclanthology.org/2020.repl4nlp-1.6/ 2020-07 39 44 Improving Bilingual Lexicon Induction with Unsupervised Post-Processing of Monolingual Word Vector Spaces Ivan Vulić author Anna Korhonen author Goran Glavaš author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication vulic-etal-2020-improving 10.18653/v1/2020.repl4nlp-1.7 https://aclanthology.org/2020.repl4nlp-1.7/ 2020-07 45 54 Adversarial Training for Commonsense Inference Lis Pereira author Xiaodong Liu author Fei Cheng author Masayuki Asahara author Ichiro Kobayashi author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication pereira-etal-2020-adversarial 10.18653/v1/2020.repl4nlp-1.8 https://aclanthology.org/2020.repl4nlp-1.8/ 2020-07 55 60 Evaluating Natural Alpha Embeddings on Intrinsic and Extrinsic Tasks Riccardo Volpi author Luigi Malagò author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication volpi-malago-2020-evaluating 10.18653/v1/2020.repl4nlp-1.9 https://aclanthology.org/2020.repl4nlp-1.9/ 2020-07 61 71 Exploring the Limits of Simple Learners in Knowledge Distillation for Document Classification with DocBERT Ashutosh Adhikari author Achyudh Ram author Raphael Tang author William L Hamilton author Jimmy Lin author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication adhikari-etal-2020-exploring 10.18653/v1/2020.repl4nlp-1.10 https://aclanthology.org/2020.repl4nlp-1.10/ 2020-07 72 77 Joint Training with Semantic Role Labeling for Better Generalization in Natural Language Inference Cemil Cengiz author Deniz Yuret author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication cengiz-yuret-2020-joint 10.18653/v1/2020.repl4nlp-1.11 https://aclanthology.org/2020.repl4nlp-1.11/ 2020-07 78 88 A Metric Learning Approach to Misogyny Categorization Juan Manuel Coria author Sahar Ghannay author Sophie Rosset author Hervé Bredin author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication coria-etal-2020-metric 10.18653/v1/2020.repl4nlp-1.12 https://aclanthology.org/2020.repl4nlp-1.12/ 2020-07 89 94 On the Choice of Auxiliary Languages for Improved Sequence Tagging Lukas Lange author Heike Adel author Jannik Strötgen author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication lange-etal-2020-choice 10.18653/v1/2020.repl4nlp-1.13 https://aclanthology.org/2020.repl4nlp-1.13/ 2020-07 95 102 Adversarial Alignment of Multilingual Models for Extracting Temporal Expressions from Text Lukas Lange author Anastasiia Iurshina author Heike Adel author Jannik Strötgen author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication lange-etal-2020-adversarial 10.18653/v1/2020.repl4nlp-1.14 https://aclanthology.org/2020.repl4nlp-1.14/ 2020-07 103 109 Contextual and Non-Contextual Word Embeddings: an in-depth Linguistic Investigation Alessio Miaschi author Felice Dell’Orletta author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication miaschi-dellorletta-2020-contextual 10.18653/v1/2020.repl4nlp-1.15 https://aclanthology.org/2020.repl4nlp-1.15/ 2020-07 110 119 Are All Languages Created Equal in Multilingual BERT? Shijie Wu author Mark Dredze author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication wu-dredze-2020-languages 10.18653/v1/2020.repl4nlp-1.16 https://aclanthology.org/2020.repl4nlp-1.16/ 2020-07 120 130 Staying True to Your Word: (How) Can Attention Become Explanation? Martin Tutek author Jan Snajder author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication tutek-snajder-2020-staying 10.18653/v1/2020.repl4nlp-1.17 https://aclanthology.org/2020.repl4nlp-1.17/ 2020-07 131 142 Compressing BERT: Studying the Effects of Weight Pruning on Transfer Learning Mitchell Gordon author Kevin Duh author Nicholas Andrews author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication gordon-etal-2020-compressing 10.18653/v1/2020.repl4nlp-1.18 https://aclanthology.org/2020.repl4nlp-1.18/ 2020-07 143 155 On Dimensional Linguistic Properties of the Word Embedding Space Vikas Raunak author Vaibhav Kumar author Vivek Gupta author Florian Metze author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication raunak-etal-2020-dimensional 10.18653/v1/2020.repl4nlp-1.19 https://aclanthology.org/2020.repl4nlp-1.19/ 2020-07 156 165 A Cross-Task Analysis of Text Span Representations Shubham Toshniwal author Haoyue Shi author Bowen Shi author Lingyu Gao author Karen Livescu author Kevin Gimpel author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication toshniwal-etal-2020-cross 10.18653/v1/2020.repl4nlp-1.20 https://aclanthology.org/2020.repl4nlp-1.20/ 2020-07 166 176 Enhancing Transformer with Sememe Knowledge Yuhui Zhang author Chenghao Yang author Zhengping Zhou author Zhiyuan Liu author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication zhang-etal-2020-enhancing-transformer 10.18653/v1/2020.repl4nlp-1.21 https://aclanthology.org/2020.repl4nlp-1.21/ 2020-07 177 184 Evaluating Compositionality of Sentence Representation Models Hanoz Bhathena author Angelica Willis author Nathan Dass author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication bhathena-etal-2020-evaluating 10.18653/v1/2020.repl4nlp-1.22 https://aclanthology.org/2020.repl4nlp-1.22/ 2020-07 185 193 Supertagging with CCG primitives Aditya Bhargava author Gerald Penn author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication bhargava-penn-2020-supertagging 10.18653/v1/2020.repl4nlp-1.23 https://aclanthology.org/2020.repl4nlp-1.23/ 2020-07 194 204 What’s in a Name? Are BERT Named Entity Representations just as Good for any other Name? Sriram Balasubramanian author Naman Jain author Gaurav Jindal author Abhijeet Awasthi author Sunita Sarawagi author 2020-07 text Proceedings of the 5th Workshop on Representation Learning for NLP Spandana Gella editor Johannes Welbl editor Marek Rei editor Fabio Petroni editor Patrick Lewis editor Emma Strubell editor Minjoon Seo editor Hannaneh Hajishirzi editor Association for Computational Linguistics Online conference publication balasubramanian-etal-2020-whats 10.18653/v1/2020.repl4nlp-1.24 https://aclanthology.org/2020.repl4nlp-1.24/ 2020-07 205 214