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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

Few-shot Learning for Slot Tagging with Attentive Relational Network EACL 2021
PROTAUGMENT: Unsupervised diverse short-texts paraphrasing for intent detection meta-learning IJCNLP 2021
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters IJCNLP 2021
Unsupervised Pronoun Resolution via Masked Noun-Phrase Prediction IJCNLP 2021
Towards more equitable question answering systems: How much more data do you need? IJCNLP 2021
TextSETTR: Few-Shot Text Style Extraction and Tunable Targeted Restyling IJCNLP 2021
Few-NERD: A Few-shot Named Entity Recognition Dataset IJCNLP 2021
Word Sense Disambiguation: Towards Interactive Context Exploitation from Both Word and Sense Perspectives IJCNLP 2021
Few-Shot Semantic Parsing for New Predicates EACL 2021
Coarsely-Labeled Data for Better Few-Shot Transfer ICCV 2021
Addressing Catastrophic Forgetting in Few-Shot Problems ICML 2021
PASS: Perturb-and-Select Summarizer for Product Reviews IJCNLP 2021
Language Models for Lexical Inference in Context EACL 2021
When MAML Can Adapt Fast and How to Assist When It Cannot AISTATS 2021
Predictive Complexity Priors AISTATS 2021
Meta-Learning Divergences for Variational Inference AISTATS 2021
Few-Shot and Continual Learning With Attentive Independent Mechanisms ICCV 2021
Meta Navigator: Search for a Good Adaptation Policy for Few-Shot Learning ICCV 2021
Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition ICCV 2021
Few-shot learning through contextual data augmentation EACL 2021
El Volumen Louder Por Favor: Code-switching in Task-oriented Semantic Parsing EACL 2021
DReCa: A General Task Augmentation Strategy for Few-Shot Natural Language Inference NAACL 2021
Adversarial Monte Carlo Meta-Learning of Optimal Prediction Procedures JMLR 2021
Self-Training Pre-Trained Language Models for Zero- and Few-Shot Multi-Dialectal Arabic Sequence Labeling EACL 2021
ESC: Redesigning WSD with Extractive Sense Comprehension NAACL 2021