| 2021 | Bootstrapping Multilingual AMR with Contextual Word Alignments. | Janaki Sheth, Young-Suk Lee, Ramn Fernandez Astudillo, Tahira Naseem, Radu Florian, Salim Roukos, Todd Ward |
| 2021 | WER-BERT: Automatic WER Estimation with BERT in a Balanced Ordinal Classification Paradigm. | Akshay Krishna Sheshadri, Anvesh Rao Vijjini, Sukhdeep Kharbanda |
| 2021 | What Sounds "Right" to Me? Experiential Factors in the Perception of Political Ideology. | Qinlan Shen, Carolyn P. Ros |
| 2021 | The Source-Target Domain Mismatch Problem in Machine Translation. | Jiajun Shen, Peng-Jen Chen, Matt Le, Junxian He, Jiatao Gu, Myle Ott, Michael Auli, Marc'Aurelio Ranzato |
| 2021 | How Certain is Your Transformer? | Artem Shelmanov, Evgenii Tsymbalov, Dmitry Puzyrev, Kirill Fedyanin, Alexander Panchenko, Maxim Panov |
| 2021 | Active Learning for Sequence Tagging with Deep Pre-trained Models and Bayesian Uncertainty Estimates. | Artem Shelmanov, Dmitry Puzyrev, Lyubov Kupriyanova, Denis Belyakov, Daniil Larionov, Nikita Khromov, Olga Kozlova, Ekaterina Artemova, Dmitry V. Dylov, Alexander Panchenko |
| 2021 | TeMoTopic: Temporal Mosaic Visualisation of Topic Distribution, Keywords, and Context. | Shane Sheehan, Saturnino Luz, Masood Masoodian |
| 2021 | Better Neural Machine Translation by Extracting Linguistic Information from BERT. | Hassan S. Shavarani, Anoop Sarkar |
| 2021 | Semantic Parsing of Disfluent Speech. | Priyanka Sen, Isabel Groves |
| 2021 | Does She Wink or Does She Nod? A Challenging Benchmark for Evaluating Word Understanding of Language Models. | Lutfi Kerem Senel, Hinrich Schtze |
| 2021 | Multilingual Entity and Relation Extraction Dataset and Model. | Alessandro Seganti, Klaudia Firlag, Helena Skowronska, Michal Satlawa, Piotr Andruszkiewicz |
| 2021 | WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from Wikipedia. | Holger Schwenk, Vishrav Chaudhary, Shuo Sun, Hongyu Gong, Francisco Guzmn |
| 2021 | Language Models for Lexical Inference in Context. | Martin Schmitt, Hinrich Schtze |
| 2021 | Exploiting Cloze-Questions for Few-Shot Text Classification and Natural Language Inference. | Timo Schick, Hinrich Schtze |
| 2021 | FAST: Financial News and Tweet Based Time Aware Network for Stock Trading. | Ramit Sawhney, Arnav Wadhwa, Shivam Agarwal, Rajiv Ratn Shah |
| 2021 | PHASE: Learning Emotional Phase-aware Representations for Suicide Ideation Detection on Social Media. | Ramit Sawhney, Harshit Joshi, Lucie Flek, Rajiv Ratn Shah |
| 2021 | Event-Driven News Stream Clustering using Entity-Aware Contextual Embeddings. | Kailash Karthik Saravanakumar, Miguel Ballesteros, Muthu Kumar Chandrasekaran, Kathleen R. McKeown |
| 2021 | On-Device Text Representations Robust To Misspellings via Projections. | Chinnadhurai Sankar, Sujith Ravi, Zornitsa Kozareva |
| 2021 | ProFormer: Towards On-Device LSH Projection Based Transformers. | Chinnadhurai Sankar, Sujith Ravi, Zornitsa Kozareva |
| 2021 | A Little Pretraining Goes a Long Way: A Case Study on Dependency Parsing Task for Low-resource Morphologically Rich Languages. | Jivnesh Sandhan, Amrith Krishna, Ashim Gupta, Laxmidhar Behera, Pawan Goyal |
| 2021 | A Few Topical Tweets are Enough for Effective User Stance Detection. | Younes Samih, Kareem Darwish |
| 2021 | The Effectiveness of Morphology-aware Segmentation in Low-Resource Neural Machine Translation. | Jonne Slev, Constantine Lignos |
| 2021 | Disfluency Correction using Unsupervised and Semi-supervised Learning. | Nikhil Saini, Drumil Trivedi, Shreya Khare, Tejas I. Dhamecha, Preethi Jyothi, Samarth Bharadwaj, Pushpak Bhattacharyya |
| 2021 | Adaptive Fusion Techniques for Multimodal Data. | Gaurav Sahu, Olga Vechtomova |
| 2021 | Do Syntax Trees Help Pre-trained Transformers Extract Information? | Devendra Singh Sachan, Yuhao Zhang, Peng Qi, William L. Hamilton |