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few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

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
Does GPT-3 Generate Empathetic Dialogues? A Novel In-Context Example Selection Method and Automatic Evaluation Metric for Empathetic Dialogue Generation COLING 2022
A Closer Look at Few-Shot Out-of-Distribution Intent Detection COLING 2022
Continual Few-shot Intent Detection COLING 2022
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging COLING 2022
Domain Agnostic Few-shot Learning for Speaker Verification INTERSPEECH 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing IJCNLP 2022
Scaling ASR Improves Zero and Few Shot Learning INTERSPEECH 2022
Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification COLING 2022