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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT

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

On the Role of Supervision in Unsupervised Constituency Parsing EMNLP 2020
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels EMNLP 2020
A Two-Stage Masked LM Method for Term Set Expansion ACL 2020
HSCNN: A Hybrid-Siamese Convolutional Neural Network for Extremely Imbalanced Multi-label Text Classification EMNLP 2020
IsOBS: An Information System for Oracle Bone Script EMNLP 2020
Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot Tasks ICML 2020
Laplacian Regularized Few-Shot Learning ICML 2020
MATE: Plugging in Model Awareness to Task Embedding for Meta Learning NIPS 2020
What Are You Trying to Do? Semantic Typing of Event Processes EMNLP 2020
Few-shot Image Generation with Elastic Weight Consolidation NIPS 2020
Convergence of Meta-Learning with Task-Specific Adaptation over Partial Parameters NIPS 2020
Meta-Learning with Adaptive Hyperparameters NIPS 2020
CrossTransformers: spatially-aware few-shot transfer NIPS 2020
Augmented Natural Language for Generative Sequence Labeling EMNLP 2020
TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue EMNLP 2020
MetaIQA: Deep Meta-Learning for No-Reference Image Quality Assessment CVPR 2020
PeTra: A Sparsely Supervised Memory Model for People Tracking ACL 2020
Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network ACL 2020
Few-Shot NLG with Pre-Trained Language Model ACL 2020
DLWL: Improving Detection for Lowshot Classes With Weakly Labelled Data CVPR 2020
Adversarially Robust Few-Shot Learning: A Meta-Learning Approach NIPS 2020
Revisiting Pose-Normalization for Fine-Grained Few-Shot Recognition CVPR 2020
Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs EMNLP 2020
Improved Few-Shot Visual Classification CVPR 2020
Efficient Intent Detection with Dual Sentence Encoders ACL 2020