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Few-Shot Learning

2,562 papers

Papers per year

3
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Papers

Revisiting Self-training for Few-shot Learning of Language Model EMNLP 2021
Language Models are Few-Shot Butlers EMNLP 2021
Learning Opinion Summarizers by Selecting Informative Reviews EMNLP 2021
Neuralizing Regular Expressions for Slot Filling EMNLP 2021
Few-Shot Named Entity Recognition: An Empirical Baseline Study EMNLP 2021
Semi-Supervised Exaggeration Detection of Health Science Press Releases EMNLP 2021
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning EMNLP 2021
Less Is More: Domain Adaptation with Lottery Ticket for Reading Comprehension EMNLP 2021
Effectiveness of Pre-training for Few-shot Intent Classification EMNLP 2021
ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection EMNLP 2021
Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework EMNLP 2021
An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling EMNLP 2021
Few-Shot Novel Concept Learning for Semantic Parsing EMNLP 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation EMNLP 2021
Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots EMNLP 2021
Want To Reduce Labeling Cost? GPT-3 Can Help EMNLP 2021
Learning Zero-Shot Multifaceted Visually Grounded Word Embeddings via Multi-Task Training EMNLP 2021
BabyBERTa: Learning More Grammar With Small-Scale Child-Directed Language EMNLP 2021
Language Models are Few-shot Multilingual Learners EMNLP 2021
Query Adaptive Few-Shot Object Detection With Heterogeneous Graph Convolutional Networks ICCV 2021
Morphable Detector for Object Detection on Demand ICCV 2021
Curvature Generation in Curved Spaces for Few-Shot Learning ICCV 2021
Few-Shot Semantic Segmentation With Cyclic Memory Network ICCV 2021
A Unified Objective for Novel Class Discovery ICCV 2021
A Multi-Mode Modulator for Multi-Domain Few-Shot Classification ICCV 2021