← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Making Pre-trained Language Models Better Few-shot Learners ACL 2021
Lexicon Learning for Few Shot Sequence Modeling ACL 2021
Multi-Label Few-Shot Learning for Aspect Category Detection ACL 2021
Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity Recognition ACL 2021
Entity Concept-enhanced Few-shot Relation Extraction ACL 2021
Zero-Shot Compositional Concept Learning ACL 2021
On the cross-lingual transferability of multilingual prototypical models across NLU tasks ACL 2021
Meta-learning for Classifying Previously Unseen Data Source into Previously Unseen Emotional Categories ACL 2021
UoB_UK at SemEval 2021 Task 2: Zero-Shot and Few-Shot Learning for Multi-lingual and Cross-lingual Word Sense Disambiguation. ACL 2021
Few-Shot Keyword Spotting in Any Language INTERSPEECH 2021
Meta Two-Sample Testing: Learning Kernels for Testing with Limited Data NIPS 2021
Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation NAACL 2021
Direct Multimodal Few-Shot Learning of Speech and Images INTERSPEECH 2021
Learning where to learn: Gradient sparsity in meta and continual learning NIPS 2021
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data NIPS 2021
MetaHTR: Towards Writer-Adaptive Handwritten Text Recognition CVPR 2021
Few-Shot Question Answering by Pretraining Span Selection ACL 2021
TextSETTR: Few-Shot Text Style Extraction and Tunable Targeted Restyling ACL 2021
Prototype Completion With Primitive Knowledge for Few-Shot Learning CVPR 2021
Labeled From Unlabeled: Exploiting Unlabeled Data for Few-Shot Deep HDR Deghosting CVPR 2021
Fine-Grained Angular Contrastive Learning With Coarse Labels CVPR 2021
Few-Shot Text Generation with Natural Language Instructions EMNLP 2021
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems EMNLP 2021
TransPrompt: Towards an Automatic Transferable Prompting Framework for Few-shot Text Classification EMNLP 2021
Learning Prototype Representations Across Few-Shot Tasks for Event Detection EMNLP 2021