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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

GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation EMNLP 2021
Want To Reduce Labeling Cost? GPT-3 Can Help EMNLP 2021
Multi-Task Retrieval for Knowledge-Intensive Tasks IJCNLP 2021
Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense Reasoning IJCNLP 2021
RADDLE: An Evaluation Benchmark and Analysis Platform for Robust Task-oriented Dialog Systems IJCNLP 2021
WARP: Word-level Adversarial ReProgramming IJCNLP 2021
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition IJCNLP 2021
Meta Learning and Its Applications to Natural Language Processing IJCNLP 2021
Adaptive-Attentive Geolocalization From Few Queries: A Hybrid Approach WACV 2021
Fusion Learning Using Semantics and Graph Convolutional Network for Visual Food Recognition WACV 2021
PNPDet: Efficient Few-Shot Detection Without Forgetting via Plug-and-Play Sub-Networks WACV 2021
On Data Efficiency of Meta-learning AISTATS 2021
Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification ACL 2021
Few-Shot Question Answering by Pretraining Span Selection IJCNLP 2021
Meta-Learning with Variational Semantic Memory for Word Sense Disambiguation IJCNLP 2021
Making Pre-trained Language Models Better Few-shot Learners IJCNLP 2021
Meta-Learning to Compositionally Generalize IJCNLP 2021
Meta-Learning for Few-Shot Named Entity Recognition ACL 2021
Improve Unsupervised Pretraining for Few-Label Transfer ICCV 2021
Lexicon Learning for Few Shot Sequence Modeling IJCNLP 2021
Multi-Label Few-Shot Learning for Aspect Category Detection IJCNLP 2021
Entity Concept-enhanced Few-shot Relation Extraction IJCNLP 2021
On the cross-lingual transferability of multilingual prototypical models across NLU tasks IJCNLP 2021
Meta-learning for Classifying Previously Unseen Data Source into Previously Unseen Emotional Categories IJCNLP 2021
UoB_UK at SemEval 2021 Task 2: Zero-Shot and Few-Shot Learning for Multi-lingual and Cross-lingual Word Sense Disambiguation. IJCNLP 2021