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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection ACL 2022
BEIKE NLP at SemEval-2022 Task 4: Prompt-Based Paragraph Classification for Patronizing and Condescending Language Detection SEMEVAL 2022
Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models ACL 2022
Language-Agnostic Meta-Learning for Low-Resource Text-to-Speech with Articulatory Features ACL 2022
Few-Shot Lifelong Learning AAAI 2021
Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking? ACL 2021
BabyBERTa: Learning More Grammar With Small-Scale Child-Directed Language CONLL 2021
Modeling the Probabilistic Distribution of Unlabeled Data for One-shot Medical Image Segmentation AAAI 2021
WARP: Word-level Adversarial ReProgramming ACL 2021
BERTGen: Multi-task Generation through BERT ACL 2021
Sample-efficient Linguistic Generalizations through Program Synthesis: Experiments with Phonology Problems ACL 2021
Multilingual Neural Semantic Parsing for Low-Resourced Languages ACL 2021
Discovering Dialogue Slots with Weak Supervision ACL 2021
Repurposing GANs for One-Shot Semantic Part Segmentation CVPR 2021
Meta-Mining Discriminative Samples for Kinship Verification CVPR 2021
Using Shape To Categorize: Low-Shot Learning With an Explicit Shape Bias CVPR 2021
ReCAM@IITK at SemEval-2021 Task 4: BERT and ALBERT based Ensemble for Abstract Word Prediction ACL 2021
BabyBERTa: Learning More Grammar With Small-Scale Child-Directed Language EMNLP 2021
On Training Instance Selection for Few-Shot Neural Text Generation IJCNLP 2021
Distinct Label Representations for Few-Shot Text Classification IJCNLP 2021
Meta-Learning for Few-Shot Named Entity Recognition IJCNLP 2021
Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification IJCNLP 2021
Morphable Detector for Object Detection on Demand ICCV 2021
Hypercorrelation Squeeze for Few-Shot Segmentation ICCV 2021
Dynabench: Rethinking Benchmarking in NLP NAACL 2021