Transfer Learning

Different Tunes Played with Equal Skill: Exploring a Unified Optimization Subspace for Parameter-Efficient Tuning EMNLP 2022 Discovering Low-rank Subspaces for Language-agnostic Multilingual Representations EMNLP 2022 DKPLM: Decomposable Knowledge-Enhanced Pre-trained Language Model for Natural Language Understanding AAAI 2022 Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022 Domain- and Task-Adaptation for VaccinChatNL, a Dutch COVID-19 FAQ Answering Corpus and Classification Model COLING 2022 DS-TOD: Efficient Domain Specialization for Task-Oriented Dialog ACL 2022 Eeny, meeny, miny, moe. How to choose data for morphological inflection. EMNLP 2022 Efficient Hierarchical Domain Adaptation for Pretrained Language Models NAACL 2022 Entity Extraction in Low Resource Domains with Selective Pre-training of Large Language Models EMNLP 2022 Evidence > Intuition: Transferability Estimation for Encoder Selection EMNLP 2022 Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation ACL 2022 Exploring Methods for Building Dialects-Mandarin Code-Mixing Corpora: A Case Study in Taiwanese Hokkien EMNLP 2022 FAD-X: Fusing Adapters for Cross-lingual Transfer to Low-Resource Languages AACL 2022 Few-shot initializing of Active Learner via Meta-Learning EMNLP 2022 Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup EMNLP 2022 Few-Shot Pidgin Text Adaptation via Contrastive Fine-Tuning COLING 2022 FPC: Fine-tuning with Prompt Curriculum for Relation Extraction AACL 2022 Fully-Semantic Parsing and Generation: the BabelNet Meaning Representation ACL 2022 GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding ACL 2022 Going “Deeper”: Structured Sememe Prediction via Transformer with Tree Attention ACL 2022 GRASP: Guiding Model with RelAtional Semantics Using Prompt for Dialogue Relation Extraction COLING 2022 HIE-SQL: History Information Enhanced Network for Context-Dependent Text-to-SQL Semantic Parsing ACL 2022 Improving Zero-Shot Entity Linking Candidate Generation with Ultra-Fine Entity Type Information COLING 2022 Inducer-tuning: Connecting Prefix-tuning and Adapter-tuning EMNLP 2022 Instance-Guided Prompt Learning for Few-Shot Text Matching EMNLP 2022