Transfer Learning

On the Language-specificity of Multilingual BERT and the Impact of Fine-tuning EMNLP 2021 On the Relation between Syntactic Divergence and Zero-Shot Performance EMNLP 2021 ParsTwiNER: A Corpus for Named Entity Recognition at Informal Persian EMNLP 2021 Pre-train or Annotate? Domain Adaptation with a Constrained Budget EMNLP 2021 Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates ACL 2021 Regularising Fisher Information Improves Cross-lingual Generalisation EMNLP 2021 Rethinking Why Intermediate-Task Fine-Tuning Works EMNLP 2021 Role of Language Relatedness in Multilingual Fine-tuning of Language Models: A Case Study in Indo-Aryan Languages EMNLP 2021 Syntax-augmented Multilingual BERT for Cross-lingual Transfer ACL 2021 Syntax-Enhanced Pre-trained Model ACL 2021 TADPOLE: Task ADapted Pre-Training via AnOmaLy DEtection EMNLP 2021 Taming Pre-trained Language Models with N-gram Representations for Low-Resource Domain Adaptation ACL 2021 Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding EMNLP 2021 The Effectiveness of Intermediate-Task Training for Code-Switched Natural Language Understanding EMNLP 2021 The Eval4NLP Shared Task on Explainable Quality Estimation: Overview and Results EMNLP 2021 The Interplay of Variant, Size, and Task Type in Arabic Pre-trained Language Models EACL 2021 ÚFAL at MultiLexNorm 2021: Improving Multilingual Lexical Normalization by Fine-tuning ByT5 EMNLP 2021 Universal Sentence Representation Learning with Conditional Masked Language Model EMNLP 2021 UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP ACL 2021 Variational Information Bottleneck for Effective Low-Resource Fine-Tuning ICLR 2021 What to Pre-Train on? Efficient Intermediate Task Selection EMNLP 2021 Zero-shot cross-lingual Meaning Representation Transfer: Annotation of Hungarian using the Prague Functional Generative Description EMNLP 2021 ABSent: Cross-Lingual Sentence Representation Mapping with Bidirectional GANs AAAI 2020 AdapterHub: A Framework for Adapting Transformers EMNLP 2020 A Data-Centric Framework for Composable NLP Workflows EMNLP 2020