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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

Few-Shot Adaptation of Pre-Trained Networks for Domain Shift IJCAI 2022
Dummy Prototypical Networks for Few-Shot Open-Set Keyword Spotting INTERSPEECH 2022
SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition COLING 2022
COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition COLING 2022
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective COLING 2022
PCBERT: Parent and Child BERT for Chinese Few-shot NER COLING 2022
Few Shot Cross-Lingual TTS Using Transferable Phoneme Embedding INTERSPEECH 2022
Active Few-Shot Learning for Sound Event Detection INTERSPEECH 2022
MetaSLRCL: A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification COLING 2022
Meta-learning via Language Model In-context Tuning ACL 2022
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization ACL 2022
Label Semantics for Few Shot Named Entity Recognition ACL 2022
Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue ACL 2022
Dataset Debt in Biomedical Language Modeling ACL 2022
Horses to Zebras: Ontology-Guided Data Augmentation and Synthesis for ICD-9 Coding ACL 2022
DEFTri: A Few-Shot Label Fused Contextual Representation Learning For Product Defect Triage in e-Commerce ACL 2022
Pathologies of Pre-trained Language Models in Few-shot Fine-tuning ACL 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models ACL 2022
Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains ACL 2022
Hyperbolic Knowledge Transfer with Class Hierarchy for Few-Shot Learning IJCAI 2022
Better Embedding and More Shots for Few-shot Learning IJCAI 2022
KiPT: Knowledge-injected Prompt Tuning for Event Detection COLING 2022
Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes COLING 2022
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022
Prompt Combines Paraphrase: Teaching Pre-trained Models to Understand Rare Biomedical Words COLING 2022