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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

Exploring Euphemism Detection in Few-Shot and Zero-Shot Settings EMNLP 2022
Can Yes-No Question-Answering Models be Useful for Few-Shot Metaphor Detection? EMNLP 2022
How to Distribute Data across Tasks for Meta-Learning? AAAI 2022
IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach EMNLP 2022
Memory-assisted prompt editing to improve GPT-3 after deployment EMNLP 2022
Stage Conscious Attention Network (SCAN): A Demonstration-Conditioned Policy for Few-Shot Imitation AAAI 2022
Matching Feature Sets for Few-Shot Image Classification CVPR 2022
Few-Shot Keypoint Detection With Uncertainty Learning for Unseen Species CVPR 2022
Parameter-Efficient Legal Domain Adaptation EMNLP 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation EMNLP 2022
Scaling Vision Transformers CVPR 2022
ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection EMNLP 2022
ConvTrans: Transforming Web Search Sessions for Conversational Dense Retrieval EMNLP 2022
Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance Detection COLING 2022
Learning from the Target: Dual Prototype Network for Few Shot Semantic Segmentation AAAI 2022
DETReg: Unsupervised Pretraining With Region Priors for Object Detection CVPR 2022
Task-Adaptive Negative Envision for Few-Shot Open-Set Recognition CVPR 2022
Task Discrepancy Maximization for Fine-Grained Few-Shot Classification CVPR 2022
EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning CVPR 2022
Semantic Cross Attention for Few-shot Learning ACML 2022
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks EMNLP 2022
SEQZERO: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models NAACL 2022
Partially Humanizing Weak Supervision: Towards a Better Low Resource Pipeline for Spoken Language Understanding EMNLP 2022
Few-Shot Self-Rationalization with Natural Language Prompts NAACL 2022
Bayesian Deep Embedding Topic Meta-Learner ICML 2022