Few-Shot Learning

Continual Few-shot Intent Detection COLING 2022 Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation ACL 2022 Continual Training of Language Models for Few-Shot Learning EMNLP 2022 Contrastive Demonstration Tuning for Pre-trained Language Models EMNLP 2022 Contrastive Learning for Prompt-based Few-shot Language Learners NAACL 2022 Controllable Dialogue Simulation with In-context Learning EMNLP 2022 COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition COLING 2022 Co-training Improves Prompt-based Learning for Large Language Models ICML 2022 “Covid vaccine is against Covid but Oxford vaccine is made at Oxford!” Semantic Interpretation of Proper Noun Compounds EMNLP 2022 CPL: Counterfactual Prompt Learning for Vision and Language Models EMNLP 2022 Cross-Domain Few-Shot Graph Classification AAAI 2022 Cross-Domain Few-Shot Learning With Task-Specific Adapters CVPR 2022 Cross-lingual Few-Shot Learning on Unseen Languages AACL 2022 Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective COLING 2022 Data Augmentation for Intent Classification with Off-the-shelf Large Language Models ACL 2022 Data-Efficient Algorithms and Neural Natural Language Processing: Applications in the Healthcare Domain IJCAI 2022 Data-efficient end-to-end Information Extraction for Statistical Legal Analysis EMNLP 2022 Decomposed Meta-Learning for Few-Shot Named Entity Recognition ACL 2022 Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning NeurIPS 2022 DEFTri: A Few-Shot Label Fused Contextual Representation Learning For Product Defect Triage in e-Commerce ACL 2022 DEGREE: A Data-Efficient Generation-Based Event Extraction Model NAACL 2022 Dependency-aware Prototype Learning for Few-shot Relation Classification COLING 2022 DESED: Dialogue-based Explanation for Sentence-level Event Detection COLING 2022 Detecting Tear Gas Canisters With Limited Training Data WACV 2022 DETReg: Unsupervised Pretraining With Region Priors for Object Detection CVPR 2022