Transfer Learning

Multi-Stage Pre-training for Low-Resource Domain Adaptation EMNLP 2020 On the Cross-lingual Transferability of Monolingual Representations ACL 2020 On the Language Neutrality of Pre-trained Multilingual Representations EMNLP 2020 Parsing All: Syntax and Semantics, Dependencies and Spans EMNLP 2020 Robust Prediction of Punctuation and Truecasing for Medical ASR ACL 2020 SciWING– A Software Toolkit for Scientific Document Processing EMNLP 2020 SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization ACL 2020 Stronger Baselines for Grammatical Error Correction Using a Pretrained Encoder-Decoder Model AACL 2020 TextBrewer: An Open-Source Knowledge Distillation Toolkit for Natural Language Processing ACL 2020 TextNAS: A Neural Architecture Search Space Tailored for Text Representation AAAI 2020 The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation Classification EMNLP 2020 To Pretrain or Not to Pretrain: Examining the Benefits of Pretrainng on Resource Rich Tasks ACL 2020 Tri-Train: Automatic Pre-Fine Tuning between Pre-Training and Fine-Tuning for SciNER EMNLP 2020 TX-Ray: Quantifying and Explaining Model-Knowledge Transfer in (Un-)Supervised NLP UAI 2020 Understanding tables with intermediate pre-training EMNLP 2020 Unsupervised Domain Adaptation of a Pretrained Cross-Lingual Language Model IJCAI 2020 Unsupervised Domain Clusters in Pretrained Language Models ACL 2020 Unsupervised FAQ Retrieval with Question Generation and BERT ACL 2020 Unsupervised Interlingual Semantic Representations from Sentence Embeddings for Zero-Shot Cross-Lingual Transfer AAAI 2020 Why Overfitting Isn’t Always Bad: Retrofitting Cross-Lingual Word Embeddings to Dictionaries ACL 2020 X-SRL: A Parallel Cross-Lingual Semantic Role Labeling Dataset EMNLP 2020 A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity Recognizers EMNLP 2019 Best Practices for Learning Domain-Specific Cross-Lingual Embeddings ACL 2019 Can You Tell Me How to Get Past Sesame Street? Sentence-Level Pretraining Beyond Language Modeling ACL 2019 Commonsense Knowledge Mining from Pretrained Models EMNLP 2019