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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

Improving Barely Supervised Learning by Discriminating Unlabeled Samples with Super-Class NIPS 2022
Few-Shot Learning with Semi-Supervised Transformers for Electronic Health Records MLHC 2022
A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models ACL 2022
Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER ACL 2022
Semantic Cross Attention for Few-shot Learning ACML 2022
Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection ACL 2022
Successive Prompting for Decomposing Complex Questions EMNLP 2022
ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection EMNLP 2022
Bayesian Deep Embedding Topic Meta-Learner ICML 2022
Few-shot Image Generation via Adaptation-Aware Kernel Modulation NIPS 2022
Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking EMNLP 2022
Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging ACL 2022
CISLR: Corpus for Indian Sign Language Recognition EMNLP 2022
PRO-CS : An Instance-Based Prompt Composition Technique for Code-Switched Tasks EMNLP 2022
Dictionary-Assisted Supervised Contrastive Learning EMNLP 2022
Continual Training of Language Models for Few-Shot Learning EMNLP 2022
Low-resource Neural Machine Translation with Cross-modal Alignment EMNLP 2022
An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks EMNLP 2022
Leveraging QA Datasets to Improve Generative Data Augmentation EMNLP 2022
Few-shot Learning with Multilingual Generative Language Models EMNLP 2022
GPS: Genetic Prompt Search for Efficient Few-Shot Learning EMNLP 2022
Learning Inter-Entity-Interaction for Few-Shot Knowledge Graph Completion EMNLP 2022
Learning with Limited Text Data ACL 2022
Knowledge-Enhanced Self-Supervised Prototypical Network for Few-Shot Event Detection EMNLP 2022
Simple Questions Generate Named Entity Recognition Datasets EMNLP 2022