Few-Shot Learning

N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking ACL 2022 NSP-BERT: A Prompt-based Few-Shot Learner through an Original Pre-training Task —— Next Sentence Prediction COLING 2022 OA-FSUI2IT: A Novel Few-Shot Cross Domain Object Detection Framework with Object-Aware Few-Shot Unsupervised Image-to-Image Translation AAAI 2022 OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering NAACL 2022 On Curriculum Learning for Commonsense Reasoning NAACL 2022 On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation NeurIPS 2022 On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data NAACL 2022 On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning NAACL 2022 Ontologue: Declarative Benchmark Construction for Ontological Multi-Label Classification NeurIPS 2022 OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression NeurIPS 2022 Parameter-Efficient Legal Domain Adaptation EMNLP 2022 PCBERT: Parent and Child BERT for Chinese Few-shot NER COLING 2022 PICA: Point-Wise Instance and Centroid Alignment Based Few-Shot Domain Adaptive Object Detection With Loose Annotations WACV 2022 PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022 PointCLIP: Point Cloud Understanding by CLIP CVPR 2022 Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling AAAI 2022 Pre-trained Token-replaced Detection Model as Few-shot Learner COLING 2022 Pre-training to Match for Unified Low-shot Relation Extraction ACL 2022 PRO-CS : An Instance-Based Prompt Composition Technique for Code-Switched Tasks EMNLP 2022 Prompt-based Text Entailment for Low-Resource Named Entity Recognition COLING 2022 Prompt Combines Paraphrase: Teaching Pre-trained Models to Understand Rare Biomedical Words COLING 2022 Prompting Decision Transformer for Few-Shot Policy Generalization ICML 2022 Quantifying Adaptability in Pre-trained Language Models with 500 Tasks NAACL 2022 Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation IJCAI 2022 Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer CVPR 2022