| 2019 | Decomposed Local Models for Coordinate Structure Parsing. | Hiroki Teranishi, Hiroyuki Shindo, Yuji Matsumoto |
| 2019 | Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout. | Hao Tan, Licheng Yu, Mohit Bansal |
| 2019 | CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge. | Alon Talmor, Jonathan Herzig, Nicholas Lourie, Jonathan Berant |
| 2019 | Positional Encoding to Control Output Sequence Length. | Sho Takase, Naoaki Okazaki |
| 2019 | TOI-CNN: a Solution of Information Extraction on Chinese Insurance Policy. | Lin Sun, Kai Zhang, Fule Ji, Zhenhua Yang |
| 2019 | Improving Machine Reading Comprehension with General Reading Strategies. | Kai Sun, Dian Yu, Dong Yu, Claire Cardie |
| 2019 | VCWE: Visual Character-Enhanced Word Embeddings. | Chi Sun, Xipeng Qiu, Xuanjing Huang |
| 2019 | Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence. | Chi Sun, Luyao Huang, Xipeng Qiu |
| 2019 | Viable Dependency Parsing as Sequence Labeling. | Michalina Strzyz, David Vilares, Carlos Gmez-Rodrguez |
| 2019 | Mutual Information Maximization for Simple and Accurate Part-Of-Speech Induction. | Karl Stratos |
| 2019 | CCG Parsing Algorithm with Incremental Tree Rotation. | Milos Stanojevic, Mark Steedman |
| 2019 | Neural Grammatical Error Correction with Finite State Transducers. | Felix Stahlberg, Christopher Bryant, Bill Byrne |
| 2019 | A Silver Standard Corpus of Human Phenotype-Gene Relations. | Diana F. Sousa, Andre Lamurias, Francisco M. Couto |
| 2019 | Code-Switching for Enhancing NMT with Pre-Specified Translation. | Kai Song, Yue Zhang, Heng Yu, Weihua Luo, Kun Wang, Min Zhang |
| 2019 | Box of Lies: Multimodal Deception Detection in Dialogues. | Felix Soldner, Vernica Prez-Rosas, Rada Mihalcea |
| 2019 | Data-efficient Neural Text Compression with Interactive Learning. | Avinesh P. V. S., Christian M. Meyer |
| 2019 | Incorporating Emoji Descriptions Improves Tweet Classification. | Abhishek Singh, Eduardo Blanco, Wei Jin |
| 2019 | Relation Extraction using Explicit Context Conditioning. | Gaurav Singh, Parminder Bhatia |
| 2019 | Measuring Immediate Adaptation Performance for Neural Machine Translation. | Patrick Simianer, Joern Wuebker, John DeNero |
| 2019 | Mining Discourse Markers for Unsupervised Sentence Representation Learning. | Damien Sileo, Tim Van de Cruys, Camille Pradel, Philippe Muller |
| 2019 | Tweet Stance Detection Using an Attention based Neural Ensemble Model. | Umme Aymun Siddiqua, Abu Nowshed Chy, Masaki Aono |
| 2019 | Customizing Grapheme-to-Phoneme System for Non-Trivial Transcription Problems in Bangla Language. | Sudipta Saha Shubha, Nafis Sadeq, Shafayat Ahmed, Md. Nahidul Islam, Muhammad Abdullah Adnan, Md. Yasin Ali Khan, Mohammad Zuberul Islam |
| 2019 | Unsupervised Dialog Structure Learning. | Weiyan Shi, Tiancheng Zhao, Zhou Yu |
| 2019 | LeafNATS: An Open-Source Toolkit and Live Demo System for Neural Abstractive Text Summarization. | Tian Shi, Ping Wang, Chandan K. Reddy |
| 2019 | Simple Attention-Based Representation Learning for Ranking Short Social Media Posts. | Peng Shi, Jinfeng Rao, Jimmy Lin |