Proceedings of the Second Workshop on Domain Adaptation for NLP

Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor 2021-04 Association for Computational Linguistics Kyiv, Ukraine text conference publication adaptnlp-2021-domain https://aclanthology.org/2021.adaptnlp-1.0/ Multidomain Pretrained Language Models for Green NLP Antonis Maronikolakis author Hinrich Schütze author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication maronikolakis-schutze-2021-multidomain https://aclanthology.org/2021.adaptnlp-1.1/ 2021-04 1 8 Pseudo-Label Guided Unsupervised Domain Adaptation of Contextual Embeddings Tianyu Chen author Shaohan Huang author Furu Wei author Jianxin Li author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication chen-etal-2021-pseudo https://aclanthology.org/2021.adaptnlp-1.2/ 2021-04 9 15 Conditional Adversarial Networks for Multi-Domain Text Classification Yuan Wu author Diana Inkpen author Ahmed El-Roby author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication wu-etal-2021-conditional https://aclanthology.org/2021.adaptnlp-1.3/ 2021-04 16 27 The impact of domain-specific representations on BERT-based multi-domain spoken language understanding Judith Gaspers author Quynh Do author Tobias Röding author Melanie Bradford author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication gaspers-etal-2021-impact https://aclanthology.org/2021.adaptnlp-1.4/ 2021-04 28 32 Bridging the gap between supervised classification and unsupervised topic modelling for social-media assisted crisis management Mikael Brunila author Rosie Zhao author Andrei Mircea author Sam Lumley author Renee Sieber author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication brunila-etal-2021-bridging https://aclanthology.org/2021.adaptnlp-1.5/ 2021-04 33 49 Challenges in Annotating and Parsing Spoken, Code-switched, Frisian-Dutch Data Anouck Braggaar author Rob van der Goot author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication braggaar-van-der-goot-2021-challenges https://aclanthology.org/2021.adaptnlp-1.6/ 2021-04 50 58 Genres, Parsers, and BERT: The Interaction Between Parsers and BERT Models in Cross-Genre Constituency Parsing in English and Swedish Daniel Dakota author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication dakota-2021-genres https://aclanthology.org/2021.adaptnlp-1.7/ 2021-04 59 71 Cross-Lingual Transfer with MAML on Trees Jezabel Garcia author Federica Freddi author Jamie McGowan author Tim Nieradzik author Feng-Ting Liao author Ye Tian author Da-shan Shiu author Alberto Bernacchia author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication garcia-etal-2021-cross https://aclanthology.org/2021.adaptnlp-1.8/ 2021-04 72 79 Addressing Zero-Resource Domains Using Document-Level Context in Neural Machine Translation Dario Stojanovski author Alexander Fraser author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication stojanovski-fraser-2021-addressing https://aclanthology.org/2021.adaptnlp-1.9/ 2021-04 80 93 MultiReQA: A Cross-Domain Evaluation forRetrieval Question Answering Models Mandy Guo author Yinfei Yang author Daniel Cer author Qinlan Shen author Noah Constant author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication guo-etal-2021-multireqa https://aclanthology.org/2021.adaptnlp-1.10/ 2021-04 94 104 Domain adaptation in practice: Lessons from a real-world information extraction pipeline Timothy Miller author Egoitz Laparra author Steven Bethard author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication miller-etal-2021-domain https://aclanthology.org/2021.adaptnlp-1.11/ 2021-04 105 110 BERTologiCoMix: How does Code-Mixing interact with Multilingual BERT? Sebastin Santy author Anirudh Srinivasan author Monojit Choudhury author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication santy-etal-2021-bertologicomix https://aclanthology.org/2021.adaptnlp-1.12/ 2021-04 111 121 Locality Preserving Loss: Neighbors that Live together, Align together Ashwinkumar Ganesan author Francis Ferraro author Tim Oates author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication ganesan-etal-2021-locality https://aclanthology.org/2021.adaptnlp-1.13/ 2021-04 122 139 On the Hidden Negative Transfer in Sequential Transfer Learning for Domain Adaptation from News to Tweets Sara Meftah author Nasredine Semmar author Youssef Tamaazousti author Hassane Essafi author Fatiha Sadat author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication meftah-etal-2021-hidden https://aclanthology.org/2021.adaptnlp-1.14/ 2021-04 140 145 Trajectory-Based Meta-Learning for Out-Of-Vocabulary Word Embedding Learning Gordon Buck author Andreas Vlachos author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication buck-vlachos-2021-trajectory https://aclanthology.org/2021.adaptnlp-1.15/ 2021-04 146 155 Dependency Parsing Evaluation for Low-resource Spontaneous Speech Zoey Liu author Emily Prud’hommeaux author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication liu-prudhommeaux-2021-dependency https://aclanthology.org/2021.adaptnlp-1.16/ 2021-04 156 165 An Empirical Study of Compound PCFGs Yanpeng Zhao author Ivan Titov author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication zhao-titov-2021-empirical https://aclanthology.org/2021.adaptnlp-1.17/ 2021-04 166 171 User Factor Adaptation for User Embedding via Multitask Learning Xiaolei Huang author Michael J Paul author Franck Dernoncourt author Robin Burke author Mark Dredze author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication huang-etal-2021-user https://aclanthology.org/2021.adaptnlp-1.18/ 2021-04 172 182 On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions Rob van der Goot author Ahmet Üstün author Barbara Plank author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication van-der-goot-etal-2021-effectiveness https://aclanthology.org/2021.adaptnlp-1.19/ 2021-04 183 194 Effective Distant Supervision for Temporal Relation Extraction Xinyu Zhao author Shih-Ting Lin author Greg Durrett author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication zhao-etal-2021-effective https://aclanthology.org/2021.adaptnlp-1.20/ 2021-04 195 203 Zero-Shot Cross-Lingual Dependency Parsing through Contextual Embedding Transformation Haoran Xu author Philipp Koehn author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication xu-koehn-2021-zero https://aclanthology.org/2021.adaptnlp-1.21/ 2021-04 204 213 Gradual Fine-Tuning for Low-Resource Domain Adaptation Haoran Xu author Seth Ebner author Mahsa Yarmohammadi author Aaron Steven White author Benjamin Van Durme author Kenton Murray author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication xu-etal-2021-gradual https://aclanthology.org/2021.adaptnlp-1.22/ 2021-04 214 221 Analyzing the Domain Robustness of Pretrained Language Models, Layer by Layer Abhinav Ramesh Kashyap author Laiba Mehnaz author Bhavitvya Malik author Abdul Waheed author Devamanyu Hazarika author Min-Yen Kan author Rajiv Ratn Shah author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication ramesh-kashyap-etal-2021-analyzing https://aclanthology.org/2021.adaptnlp-1.23/ 2021-04 222 244 Few-Shot Learning of an Interleaved Text Summarization Model by Pretraining with Synthetic Data Sanjeev Kumar Karn author Francine Chen author Yan-Ying Chen author Ulli Waltinger author Hinrich Schütze author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication karn-etal-2021-shot https://aclanthology.org/2021.adaptnlp-1.24/ 2021-04 245 254 Semantic Parsing of Brief and Multi-Intent Natural Language Utterances Logan Lebanoff author Charles Newton author Victor Hung author Beth Atkinson author John Killilea author Fei Liu author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication lebanoff-etal-2021-semantic https://aclanthology.org/2021.adaptnlp-1.25/ 2021-04 255 262 Domain Adaptation for NMT via Filtered Iterative Back-Translation Surabhi Kumari author Nikhil Jaiswal author Mayur Patidar author Manasi Patwardhan author Shirish Karande author Puneet Agarwal author Lovekesh Vig author 2021-04 text Proceedings of the Second Workshop on Domain Adaptation for NLP Eyal Ben-David editor Shay Cohen editor Ryan McDonald editor Barbara Plank editor Roi Reichart editor Guy Rotman editor Yftah Ziser editor Association for Computational Linguistics Kyiv, Ukraine conference publication kumari-etal-2021-domain https://aclanthology.org/2021.adaptnlp-1.26/ 2021-04 263 271