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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

Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration Without Forgetting ICCV 2021
Z-Score Normalization, Hubness, and Few-Shot Learning ICCV 2021
Few-Shot Visual Relationship Co-Localization ICCV 2021
Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework EMNLP 2021
RADDLE: An Evaluation Benchmark and Analysis Platform for Robust Task-oriented Dialog Systems ACL 2021
GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning ICML 2021
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition ACL 2021
On Training Instance Selection for Few-Shot Neural Text Generation ACL 2021
Adaptive Nearest Neighbor Machine Translation ACL 2021
Meta Learning and Its Applications to Natural Language Processing ACL 2021
An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling EMNLP 2021
Calibrate Before Use: Improving Few-shot Performance of Language Models ICML 2021
Few-Shot Neural Architecture Search ICML 2021
Effective Distant Supervision for Temporal Relation Extraction EACL 2021
Few-Shot Learning of an Interleaved Text Summarization Model by Pretraining with Synthetic Data EACL 2021
Towards Offensive Language Identification for Dravidian Languages EACL 2021
Few-Shot Partial-Label Learning IJCAI 2021
Learning Implicit Temporal Alignment for Few-shot Video Classification IJCAI 2021
Few-Shot Novel Concept Learning for Semantic Parsing EMNLP 2021
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ACL 2021
Few Shot Dialogue State Tracking using Meta-learning EACL 2021
A large-scale benchmark for few-shot program induction and synthesis ICML 2021
A Lazy Approach to Long-Horizon Gradient-Based Meta-Learning ICCV 2021
On Episodes, Prototypical Networks, and Few-Shot Learning NIPS 2021
Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs EACL 2021