| 2021 | Adaptable and Interpretable Neural MemoryOver Symbolic Knowledge. | Pat Verga, Haitian Sun, Livio Baldini Soares, William W. Cohen |
| 2021 | What About the Precedent: An Information-Theoretic Analysis of Common Law. | Josef Valvoda, Tiago Pimentel, Niklas Stoehr, Ryan Cotterell, Simone Teufel |
| 2021 | Identifying Medical Self-Disclosure in Online Communities. | Mina Valizadeh, Pardis Ranjbar-Noiey, Cornelia Caragea, Natalie Parde |
| 2021 | Adapting Coreference Resolution for Processing Violent Death Narratives. | Ankith Uppunda, Susan D. Cochran, Jacob G. Foster, Alina Arseniev-Koehler, Vickie M. Mays, Kai-Wei Chang |
| 2021 | Frustratingly Easy Edit-based Linguistic Steganography with a Masked Language Model. | Honai Ueoka, Yugo Murawaki, Sadao Kurohashi |
| 2021 | Proteno: Text Normalization with Limited Data for Fast Deployment in Text to Speech Systems. | Shubhi Tyagi, Antonio Bonafonte, Jaime Lorenzo-Trueba, Javier Latorre |
| 2021 | Exploration and Discovery of the COVID-19 Literature through Semantic Visualization. | Jingxuan Tu, Marc Verhagen, Brent Cochran, James Pustejovsky |
| 2021 | Emotion-Infused Models for Explainable Psychological Stress Detection. | Elsbeth Turcan, Smaranda Muresan, Kathleen R. McKeown |
| 2021 | CREAD: Combined Resolution of Ellipses and Anaphora in Dialogues. | Bo-Hsiang Tseng, Shruti Bhargava, Jiarui Lu, Joel Ruben Antony Moniz, Dhivya Piraviperumal, Lin Li, Hong Yu |
| 2021 | Modeling Diagnostic Label Correlation for Automatic ICD Coding. | Shang-Chi Tsai, Chao-Wei Huang, Yun-Nung Chen |
| 2021 | COVID-19 Named Entity Recognition for Vietnamese. | Thinh Hung Truong, Mai Hoang Dao, Dat Quoc Nguyen |
| 2021 | When does text prediction benefit from additional context? An exploration of contextual signals for chat and email messages. | Stojan Trajanovski, Chad Atalla, Kunho Kim, Vipul Agarwal, Milad Shokouhi, Chris Quirk |
| 2021 | Recent advances in neural metaphor processing: A linguistic, cognitive and social perspective. | Xiaoyu Tong, Ekaterina Shutova, Martha Lewis |
| 2021 | Aspect-based Sentiment Analysis with Type-aware Graph Convolutional Networks and Layer Ensemble. | Yuanhe Tian, Guimin Chen, Yan Song |
| 2021 | Representing Numbers in NLP: a Survey and a Vision. | Avijit Thawani, Jay Pujara, Filip Ilievski, Pedro A. Szekely |
| 2021 | Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks. | Nandan Thakur, Nils Reimers, Johannes Daxenberger, Iryna Gurevych |
| 2021 | Learning to Organize a Bag of Words into Sentences with Neural Networks: An Empirical Study. | Chongyang Tao, Shen Gao, Juntao Li, Yansong Feng, Dongyan Zhao, Rui Yan |
| 2021 | Progressive Generation of Long Text with Pretrained Language Models. | Bowen Tan, Zichao Yang, Maruan Al-Shedivat, Eric P. Xing, Zhiting Hu |
| 2021 | Code-Mixing on Sesame Street: Dawn of the Adversarial Polyglots. | Samson Tan, Shafiq R. Joty |
| 2021 | DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy Minimization. | Zineng Tang, Jie Lei, Mohit Bansal |
| 2021 | Rethinking Perturbations in Encoder-Decoders for Fast Training. | Sho Takase, Shun Kiyono |
| 2021 | Cost-effective Deployment of BERT Models in Serverless Environment. | Marek Suppa, Katarna Benesov, Andrej Svec |
| 2021 | Parallel sentences mining with transfer learning in an unsupervised setting. | Yu Sun, ShaoLin Zhu, Feng Yifan, Chenggang Mi |
| 2021 | Self-Training for Unsupervised Neural Machine Translation in Unbalanced Training Data Scenarios. | Haipeng Sun, Rui Wang, Kehai Chen, Masao Utiyama, Eiichiro Sumita, Tiejun Zhao |
| 2021 | Adding Chit-Chat to Enhance Task-Oriented Dialogues. | Kai Sun, Seungwhan Moon, Paul A. Crook, Stephen Roller, Becka Silvert, Bing Liu, Zhiguang Wang, Honglei Liu, Eunjoon Cho, Claire Cardie |