Transfer Learning

InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning EMNLP 2022 Integration of Heterogeneous Knowledge Sources for Biomedical Text Processing EMNLP 2022 Language Adapters for Large-Scale MT: The GMU System for the WMT 2022 Large-Scale Machine Translation Evaluation for African Languages Shared Task EMNLP 2022 Language-agnostic BERT Sentence Embedding ACL 2022 LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval EMNLP 2022 Learning to Win Lottery Tickets in BERT Transfer via Task-agnostic Mask Training NAACL 2022 LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting COLING 2022 Measure and Improve Robustness in NLP Models: A Survey NAACL 2022 MicroBERT: Effective Training of Low-resource Monolingual BERTs through Parameter Reduction and Multitask Learning EMNLP 2022 Mixed-effects transformers for hierarchical adaptation EMNLP 2022 Model and Data Transfer for Cross-Lingual Sequence Labelling in Zero-Resource Settings EMNLP 2022 MonoByte: A Pool of Monolingual Byte-level Language Models COLING 2022 Morphosyntactic Tagging with Pre-trained Language Models for Arabic and its Dialects ACL 2022 MuCPAD: A Multi-Domain Chinese Predicate-Argument Dataset NAACL 2022 Multi-Stage Framework with Refinement Based Point Set Registration for Unsupervised Bi-Lingual Word Alignment COLING 2022 On the Importance of Data Size in Probing Fine-tuned Models ACL 2022 PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion EMNLP 2022 PANDAS@TamilNLP-ACL2022: Emotion Analysis in Tamil Text using Language Agnostic Embeddings ACL 2022 Paragraph-based Transformer Pre-training for Multi-Sentence Inference NAACL 2022 Parameter-Efficient Legal Domain Adaptation EMNLP 2022 Persian Natural Language Inference: A Meta-learning Approach COLING 2022 PLATO-Ad: A Unified Advertisement Text Generation Framework with Multi-Task Prompt Learning EMNLP 2022 Post-hoc analysis of Arabic transformer models EMNLP 2022 Pretrained Models for Multilingual Federated Learning NAACL 2022 Probing for Understanding of English Verb Classes and Alternations in Large Pre-trained Language Models EMNLP 2022