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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022
Learning to Ask for Data-Efficient Event Argument Extraction (Student Abstract) AAAI 2022
Efficient Variance Reduction for Meta-learning ICML 2022
Long-Tail Recognition via Compositional Knowledge Transfer CVPR 2022
DETReg: Unsupervised Pretraining With Region Priors for Object Detection CVPR 2022
NSP-BERT: A Prompt-based Few-Shot Learner through an Original Pre-training Task —— Next Sentence Prediction COLING 2022
Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization NAACL 2022
A Modern Self-Referential Weight Matrix That Learns to Modify Itself ICML 2022
Which Images To Label for Few-Shot Medical Landmark Detection? CVPR 2022
Learning To Memorize Feature Hallucination for One-Shot Image Generation CVPR 2022
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-Shot Learning CVPR 2022
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition COLING 2022
Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance Detection COLING 2022
Few-Shot Class-Incremental Learning for Named Entity Recognition ACL 2022
Pre-training to Match for Unified Low-shot Relation Extraction ACL 2022
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity ACL 2022
FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning ACL 2022
CINS: Comprehensive Instruction for Few-Shot Learning in Task-Oriented Dialog Systems AAAI 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing IJCNLP 2022
BEIKE NLP at SemEval-2022 Task 4: Prompt-Based Paragraph Classification for Patronizing and Condescending Language Detection NAACL 2022
OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering NAACL 2022
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-Tuning ACL 2022
Exploring the Capacity of a Large-scale Masked Language Model to Recognize Grammatical Errors ACL 2022
MT-Speech at SemEval-2022 Task 10: Incorporating Data Augmentation and Auxiliary Task with Cross-Lingual Pretrained Language Model for Structured Sentiment Analysis SEMEVAL 2022
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG ACL 2022