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transfer learning

5449 papers

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domain adaptation (4595) text classification (6793) representation learning (6206) few-shot learning (3398) multi-task learning (2575) language model (4599) low-resource language (2273) zero-shot learning (3650) knowledge distillation (3725) large language model (13587)

Papers

A Two Stage Adaptation Framework for Frame Detection via Prompt Learning COLING 2022
Enhancing Contextual Word Representations Using Embedding of Neighboring Entities in Knowledge Graphs COLING 2022
Domain- and Task-Adaptation for VaccinChatNL, a Dutch COVID-19 FAQ Answering Corpus and Classification Model COLING 2022
Extracting a Knowledge Base of COVID-19 Events from Social Media COLING 2022
Multilingual Word Sense Disambiguation with Unified Sense Representation COLING 2022
Aligning Multilingual Embeddings for Improved Code-switched Natural Language Understanding COLING 2022
Adapting Pre-trained Language Models to African Languages via Multilingual Adaptive Fine-Tuning COLING 2022
Mitigating the Diminishing Effect of Elastic Weight Consolidation COLING 2022
PCBERT: Parent and Child BERT for Chinese Few-shot NER COLING 2022
LEMON: Language-Based Environment Manipulation via Execution-Guided Pre-training EMNLP 2022
Syntactic and Semantic Uniformity for Semantic Parsing and Task-Oriented Dialogue Systems EMNLP 2022
SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition COLING 2022
Decoupling Mixture-of-Graphs: Unseen Relational Learning for Knowledge Graph Completion by Fusing Ontology and Textual Experts COLING 2022
Document-level Event Factuality Identification via Machine Reading Comprehension Frameworks with Transfer Learning COLING 2022
Boosting Deep CTR Prediction with a Plug-and-Play Pre-trainer for News Recommendation COLING 2022
Improving Fake News Detection of Influential Domain via Domain- and Instance-Level Transfer COLING 2022
Prompt-based Conservation Learning for Multi-hop Question Answering COLING 2022
Can We Guide a Multi-Hop Reasoning Language Model to Incrementally Learn at Each Single-Hop? COLING 2022
MulZDG: Multilingual Code-Switching Framework for Zero-shot Dialogue Generation COLING 2022
Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models EMNLP 2022
Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup EMNLP 2022
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion EMNLP 2022
SHAS: Approaching optimal Segmentation for End-to-End Speech Translation INTERSPEECH 2022
Deep Transductive Transfer Regression Network for Cross-Corpus Speech Emotion Recognition INTERSPEECH 2022
Automatic cognitive assessment: Combining sparse datasets with disparate cognitive scores INTERSPEECH 2022