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Transfer Learning

458 directly classified papers

Papers per year

Papers

PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion EMNLP 2022
Entity Extraction in Low Resource Domains with Selective Pre-training of Large Language Models EMNLP 2022
GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding ACL 2022
CogTaskonomy: Cognitively Inspired Task Taxonomy Is Beneficial to Transfer Learning in NLP ACL 2022
Inducer-tuning: Connecting Prefix-tuning and Adapter-tuning EMNLP 2022
Adapting Pre-trained Language Models to African Languages via Multilingual Adaptive Fine-Tuning COLING 2022
A Simple and Effective Method to Improve Zero-Shot Cross-Lingual Transfer Learning COLING 2022
Language-agnostic BERT Sentence Embedding ACL 2022
Fully-Semantic Parsing and Generation: the BabelNet Meaning Representation ACL 2022
Instance-Guided Prompt Learning for Few-Shot Text Matching EMNLP 2022
Prompt-Tuning Can Be Much Better Than Fine-Tuning on Cross-lingual Understanding With Multilingual Language Models EMNLP 2022
LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval EMNLP 2022
Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation ACL 2022
Cross-Task Generalization via Natural Language Crowdsourcing Instructions ACL 2022
Snapshot-Guided Domain Adaptation for ELECTRA EMNLP 2022
Prompt Consistency for Zero-Shot Task Generalization EMNLP 2022
Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022
BioLORD: Learning Ontological Representations from Definitions for Biomedical Concepts and their Textual Descriptions EMNLP 2022
Different Tunes Played with Equal Skill: Exploring a Unified Optimization Subspace for Parameter-Efficient Tuning EMNLP 2022
Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup EMNLP 2022
Exploring Methods for Building Dialects-Mandarin Code-Mixing Corpora: A Case Study in Taiwanese Hokkien EMNLP 2022
Aligning Multilingual Embeddings for Improved Code-switched Natural Language Understanding COLING 2022
Utilizing Language-Image Pretraining for Efficient and Robust Bilingual Word Alignment EMNLP 2022
Model and Data Transfer for Cross-Lingual Sequence Labelling in Zero-Resource Settings 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