| 2019 | A Crowdsourced Frame Disambiguation Corpus with Ambiguity. | Anca Dumitrache, Lora Aroyo, Chris Welty |
| 2019 | Be Consistent! Improving Procedural Text Comprehension using Label Consistency. | Xinya Du, Bhavana Dalvi Mishra, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark, Claire Cardie |
| 2019 | Top-Down Structurally-Constrained Neural Response Generation with Lexicalized Probabilistic Context-Free Grammar. | Wenchao Du, Alan W. Black |
| 2019 | DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs. | Dheeru Dua, Yizhong Wang, Pradeep Dasigi, Gabriel Stanovsky, Sameer Singh, Matt Gardner |
| 2019 | Unsupervised Latent Tree Induction with Deep Inside-Outside Recursive Auto-Encoders. | Andrew Drozdov, Patrick Verga, Mohit Yadav, Mohit Iyyer, Andrew McCallum |
| 2019 | Joint Multi-Label Attention Networks for Social Text Annotation. | Hang Dong, Wei Wang, Kaizhu Huang, Frans Coenen |
| 2019 | BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. | Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova |
| 2019 | Analyzing Polarization in Social Media: Method and Application to Tweets on 21 Mass Shootings. | Dorottya Demszky, Nikhil Garg, Rob Voigt, James Zou, Jesse Shapiro, Matthew Gentzkow, Dan Jurafsky |
| 2019 | Phylogenic Multi-Lingual Dependency Parsing. | Mathieu Dehouck, Pascal Denis |
| 2019 | A Pregroup Representation of Word Order Alternation Using Hindi Syntax. | Alok Debnath, Manish Shrivastava |
| 2019 | Diversifying Reply Suggestions Using a Matching-Conditional Variational Autoencoder. | Budhaditya Deb, Peter Bailey, Milad Shokouhi |
| 2019 | Content-based Dwell Time Engagement Prediction Model for News Articles. | Heidar Davoudi, Aijun An, Gordon Edall |
| 2019 | Iterative Search for Weakly Supervised Semantic Parsing. | Pradeep Dasigi, Matt Gardner, Shikhar Murty, Luke Zettlemoyer, Eduard H. Hovy |
| 2019 | Practical Semantic Parsing for Spoken Language Understanding. | Marco Damonte, Rahul Goel, Tagyoung Chung |
| 2019 | Structural Neural Encoders for AMR-to-text Generation. | Marco Damonte, Shay B. Cohen |
| 2019 | Expectation and Locality Effects in the Prediction of Disfluent Fillers and Repairs in English Speech. | Samvit Dammalapati, Rajakrishnan Rajkumar, Sumeet Agarwal |
| 2019 | Using Similarity Measures to Select Pretraining Data for NER. | Xiang Dai, Sarvnaz Karimi, Ben Hachey, Ccile Paris |
| 2019 | Affect-Driven Dialog Generation. | Pierre Colombo, Wojciech Witon, Ashutosh Modi, James Kennedy, Mubbasir Kapadia |
| 2019 | Audio De-identification - a New Entity Recognition Task. | Ido Cohn, Itay Laish, Genady Beryozkin, Gang Li, Izhak Shafran, Idan Szpektor, Tzvika Hartman, Avinatan Hassidim, Yossi Matias |
| 2019 | Lost in Machine Translation: A Method to Reduce Meaning Loss. | Reuben Cohn-Gordon, Noah D. Goodman |
| 2019 | Structural Scaffolds for Citation Intent Classification in Scientific Publications. | Arman Cohan, Waleed Ammar, Madeleine van Zuylen, Field Cady |
| 2019 | Discontinuous Constituency Parsing with a Stack-Free Transition System and a Dynamic Oracle. | Maximin Coavoux, Shay B. Cohen |
| 2019 | BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions. | Christopher Clark, Kenton Lee, Ming-Wei Chang, Tom Kwiatkowski, Michael Collins, Kristina Toutanova |
| 2019 | Quantifying the morphosyntactic content of Brown Clusters. | Manuel R. Ciosici, Leon Derczynski, Ira Assent |
| 2019 | Abbreviation Explorer - an interactive system for pre-evaluation of Unsupervised Abbreviation Disambiguation. | Manuel R. Ciosici, Ira Assent |