Papers
Natural Language Generation for Effective Knowledge Distillation
Raphael Tang, Yao Lu, Jimmy Lin
Multimodal, Multilingual Grapheme-to-Phoneme Conversion for Low-Resource Languages
James Route, Steven Hillis, Isak Czeresnia Etinger et al.
Instance-based Inductive Deep Transfer Learning by Cross-Dataset Querying with Locality Sensitive Hashing
Somnath Basu Roy Chowdhury, Annervaz M, Ambedkar Dukkipati
Inject Rubrics into Short Answer Grading System
Tianqi Wang, Naoya Inoue, Hiroki Ouchi et al.
Cross-lingual Parsing with Polyglot Training and Multi-treebank Learning: A Faroese Case Study
James Barry, Joachim Wagner, Jennifer Foster
Evaluating Lottery Tickets Under Distributional Shifts
Shrey Desai, Hongyuan Zhan, Ahmed Aly
Metric Learning for Dynamic Text Classification
Jeremy Wohlwend, Ethan R. Elenberg, Sam Altschul et al.
Unlearn Dataset Bias in Natural Language Inference by Fitting the Residual
He He, Sheng Zha, Haohan Wang
Generation-Distillation for Efficient Natural Language Understanding in Low-Data Settings
Luke Melas-Kyriazi, George Han, Celine Liang
From Monolingual to Multilingual FAQ Assistant using Multilingual Co-training
Mayur Patidar, Surabhi Kumari, Manasi Patwardhan et al.
Few-Shot and Zero-Shot Learning for Historical Text Normalization
Marcel Bollmann, Natalia Korchagina, Anders Søgaard
Fast Domain Adaptation of Semantic Parsers via Paraphrase Attention
Avik Ray, Yilin Shen, Hongxia Jin
Empirical Evaluation of Active Learning Techniques for Neural MT
Xiangkai Zeng, Sarthak Garg, Rajen Chatterjee et al.
Domain Adaptation with BERT-based Domain Classification and Data Selection
Xiaofei Ma, Peng Xu, Zhiguo Wang et al.
Deep Bidirectional Transformers for Relation Extraction without Supervision
Yannis Papanikolaou, Ian Roberts, Andrea Pierleoni
Cross-lingual Joint Entity and Word Embedding to Improve Entity Linking and Parallel Sentence Mining
Xiaoman Pan, Thamme Gowda, Heng Ji et al.
BERT is Not an Interlingua and the Bias of Tokenization
Jasdeep Singh, Bryan McCann, Richard Socher et al.
Bag-of-Words Transfer: Non-Contextual Techniques for Multi-Task Learning
Seth Ebner, Felicity Wang, Benjamin Van Durme
Bad Form: Comparing Context-Based and Form-Based Few-Shot Learning in Distributional Semantic Models
Jeroen Van Hautte, Guy Emerson, Marek Rei
A logical-based corpus for cross-lingual evaluation
Felipe Salvatore, Marcelo Finger, Roberto Hirata Jr
A Comparative Analysis of Unsupervised Language Adaptation Methods
Gil Rocha, Henrique Lopes Cardoso
A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification
Varun Kumar, Hadrien Glaude, Cyprien de Lichy et al.
Proceedings of the 2nd Workshop on Deep Learning Approaches for Low-Resource NLP (DeepLo 2019)
Colin Cherry, Greg Durrett, George Foster et al.
How Pre-trained Word Representations Capture Commonsense Physical Comparisons
Pranav Goel, Shi Feng, Jordan Boyd-Graber
Can a Gorilla Ride a Camel? Learning Semantic Plausibility from Text
Ian Porada, Kaheer Suleman, Jackie Chi Kit Cheung