Papers
Parallel Corpus Filtering via Pre-trained Language Models
Boliang Zhang, Ajay Nagesh, Kevin Knight
Evaluating Robustness to Input Perturbations for Neural Machine Translation
Xing Niu, Prashant Mathur, Georgiana Dinu et al.
Balancing Training for Multilingual Neural Machine Translation
Xinyi Wang, Yulia Tsvetkov, Graham Neubig
Addressing Posterior Collapse with Mutual Information for Improved Variational Neural Machine Translation
Arya D. McCarthy, Xian Li, Jiatao Gu et al.
TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition
Bill Yuchen Lin, Dong-Ho Lee, Ming Shen et al.
TXtract: Taxonomy-Aware Knowledge Extraction for Thousands of Product Categories
Giannis Karamanolakis, Jun Ma, Xin Luna Dong
Multi-Domain Named Entity Recognition with Genre-Aware and Agnostic Inference
Jing Wang, Mayank Kulkarni, Daniel Preotiuc-Pietro
Hierarchical Entity Typing via Multi-level Learning to Rank
Tongfei Chen, Yunmo Chen, Benjamin Van Durme
A Generate-and-Rank Framework with Semantic Type Regularization for Biomedical Concept Normalization
Dongfang Xu, Zeyu Zhang, Steven Bethard
Unsupervised Cross-lingual Representation Learning at Scale
Alexis Conneau, Kartikay Khandelwal, Naman Goyal et al.
Universal Decompositional Semantic Parsing
Elias Stengel-Eskin, Aaron Steven White, Sheng Zhang et al.
TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data
Pengcheng Yin, Graham Neubig, Wen-tau Yih et al.
Structured Tuning for Semantic Role Labeling
Tao Li, Parth Anand Jawale, Martha Palmer et al.
Predicting the Focus of Negation: Model and Error Analysis
Md Mosharaf Hossain, Kathleen Hamilton, Alexis Palmer et al.
Exploring Unexplored Generalization Challenges for Cross-Database Semantic Parsing
Alane Suhr, Ming-Wei Chang, Peter Shaw et al.
Estimating Mutual Information Between Dense Word Embeddings
Vitalii Zhelezniak, Aleksandar Savkov, Nils Hammerla
Don’t Stop Pretraining: Adapt Language Models to Domains and Tasks
Suchin Gururangan, Ana Marasović, Swabha Swayamdipta et al.
Beyond Possession Existence: Duration and Co-Possession
Dhivya Chinnappa, Srikala Murugan, Eduardo Blanco
Active Learning for Coreference Resolution using Discrete Annotation
Belinda Z. Li, Gabriel Stanovsky, Luke Zettlemoyer
Phonetic and Visual Priors for Decipherment of Informal Romanization
Maria Ryskina, Matthew R. Gormley, Taylor Berg-Kirkpatrick
Joint Diacritization, Lemmatization, Normalization, and Fine-Grained Morphological Tagging
Nasser Zalmout, Nizar Habash
Joint Chinese Word Segmentation and Part-of-speech Tagging via Two-way Attentions of Auto-analyzed Knowledge
Yuanhe Tian, Yan Song, Xiang Ao et al.
Improving Chinese Word Segmentation with Wordhood Memory Networks
Yuanhe Tian, Yan Song, Fei Xia et al.
Frugal Paradigm Completion
Alexander Erdmann, Tom Kenter, Markus Becker et al.
A Multitask Learning Approach for Diacritic Restoration
Sawsan Alqahtani, Ajay Mishra, Mona Diab