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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

Faster Meta Update Strategy for Noise-Robust Deep Learning CVPR 2021
Incremental Few-Shot Instance Segmentation CVPR 2021
Hallucination Improves Few-Shot Object Detection CVPR 2021
pixelNeRF: Neural Radiance Fields From One or Few Images CVPR 2021
Few-Shot Object Detection via Classification Refinement and Distractor Retreatment CVPR 2021
Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning CVPR 2021
Using Shape To Categorize: Low-Shot Learning With an Explicit Shape Bias CVPR 2021
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning EMNLP 2021
Semi-Supervised Exaggeration Detection of Health Science Press Releases EMNLP 2021
Meta Distant Transfer Learning for Pre-trained Language Models EMNLP 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP EMNLP 2021
Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks EMNLP 2021
BabyBERTa: Learning More Grammar With Small-Scale Child-Directed Language CONLL 2021
UoB_UK at SemEval 2021 Task 2: Zero-Shot and Few-Shot Learning for Multi-lingual and Cross-lingual Word Sense Disambiguation. SEMEVAL 2021
Case-based Reasoning for Natural Language Queries over Knowledge Bases EMNLP 2021
Models and Datasets for Cross-Lingual Summarisation EMNLP 2021
Continual Few-Shot Learning for Text Classification EMNLP 2021
Constrained Language Models Yield Few-Shot Semantic Parsers EMNLP 2021
Discrete and Soft Prompting for Multilingual Models EMNLP 2021
Label Verbalization and Entailment for Effective Zero and Few-Shot Relation Extraction EMNLP 2021
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP EMNLP 2021
Continuous Entailment Patterns for Lexical Inference in Context EMNLP 2021
Self-training with Few-shot Rationalization EMNLP 2021
Improving End-to-End Task-Oriented Dialog System with A Simple Auxiliary Task EMNLP 2021
Learning to Learn End-to-End Goal-Oriented Dialog From Related Dialog Tasks EMNLP 2021