| 2021 | AREDSUM: Adaptive Redundancy-Aware Iterative Sentence Ranking for Extractive Document Summarization. | Keping Bi, Rahul Jha, W. Bruce Croft, Asli Celikyilmaz |
| 2021 | Cross-lingual Contextualized Topic Models with Zero-shot Learning. | Federico Bianchi, Silvia Terragni, Dirk Hovy, Debora Nozza, Elisabetta Fersini |
| 2021 | Multiple Tasks Integration: Tagging, Syntactic and Semantic Parsing as a Single Task. | Timothe Bernard |
| 2021 | Facilitating Terminology Translation with Target Lemma Annotations. | Toms Bergmanis, Marcis Pinnis |
| 2021 | Grounding as a Collaborative Process. | Luciana Benotti, Patrick Blackburn |
| 2021 | A Systematic Review of Reproducibility Research in Natural Language Processing. | Anya Belz, Shubham Agarwal, Anastasia Shimorina, Ehud Reiter |
| 2021 | COCO-EX: A Tool for Linking Concepts from Texts to ConceptNet. | Maria Becker, Katharina Korfhage, Anette Frank |
| 2021 | Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks. | Lisa Bauer, Mohit Bansal |
| 2021 | Syntactic Nuclei in Dependency Parsing - A Multilingual Exploration. | Ali Basirat, Joakim Nivre |
| 2021 | If you've got it, flaunt it: Making the most of fine-grained sentiment annotations. | Jeremy Barnes, Lilja vrelid, Erik Velldal |
| 2021 | Polarized-VAE: Proximity Based Disentangled Representation Learning for Text Generation. | Vikash Balasubramanian, Ivan Kobyzev, Hareesh Bahuleyan, Ilya Shapiro, Olga Vechtomova |
| 2021 | From the Stage to the Audience: Propaganda on Reddit. | Oana Balalau, Roxana Horincar |
| 2021 | StructSum: Summarization via Structured Representations. | Vidhisha Balachandran, Artidoro Pagnoni, Jay Yoon Lee, Dheeraj Rajagopal, Jaime G. Carbonell, Yulia Tsvetkov |
| 2021 | Joint Coreference Resolution and Character Linking for Multiparty Conversation. | Jiaxin Bai, Hongming Zhang, Yangqiu Song, Kun Xu |
| 2021 | Syntax-BERT: Improving Pre-trained Transformers with Syntax Trees. | Jiangang Bai, Yujing Wang, Yiren Chen, Yaming Yang, Jing Bai, Jing Yu, Yunhai Tong |
| 2021 | "Are you kidding me?": Detecting Unpalatable Questions on Reddit. | Sunyam Bagga, Andrew Piper, Derek Ruths |
| 2021 | DISK-CSV: Distilling Interpretable Semantic Knowledge with a Class Semantic Vector. | Housam Khalifa Bashier Babiker, Mi-Young Kim, Randy Goebel |
| 2021 | Learning Coupled Policies for Simultaneous Machine Translation using Imitation Learning. | Philip Arthur, Trevor Cohn, Gholamreza Haffari |
| 2021 | Few-shot learning through contextual data augmentation. | Farid Arthaud, Rachel Bawden, Alexandra Birch |
| 2021 | Identifying Named Entities as they are Typed. | Ravneet Arora, Chen-Tse Tsai, Daniel Preotiuc-Pietro |
| 2021 | Ellipsis Resolution as Question Answering: An Evaluation. | Rahul Aralikatte, Matthew Lamm, Daniel Hardt, Anders Sgaard |
| 2021 | PolyLM: Learning about Polysemy through Language Modeling. | Alan Ansell, Felipe Bravo-Marquez, Bernhard Pfahringer |
| 2021 | SLTEV: Comprehensive Evaluation of Spoken Language Translation. | Ebrahim Ansari, Ondrej Bojar, Barry Haddow, Mohammad Mahmoudi |
| 2021 | Evaluating language models for the retrieval and categorization of lexical collocations. | Luis Espinosa Anke, Joan Codina-Filb, Leo Wanner |
| 2021 | Siamese Neural Networks for Detecting Complementary Products. | Marina Angelovska, Sina Sheikholeslami, Bas Dunn, Amir Hossein Payberah |