Few-Shot Learning

Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking ACL 2022 Dictionary-Assisted Supervised Contrastive Learning EMNLP 2022 Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering EMNLP 2022 Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022 Domain Agnostic Few-shot Learning for Speaker Verification Interspeech 2022 Don’t Stop Fine-Tuning: On Training Regimes for Few-Shot Cross-Lingual Transfer with Multilingual Language Models EMNLP 2022 Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches CVPR 2022 Do Prompt-Based Models Really Understand the Meaning of Their Prompts? NAACL 2022 DRK: Discriminative Rule-based Knowledge for Relieving Prediction Confusions in Few-shot Relation Extraction COLING 2022 Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning ACL 2022 DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations NeurIPS 2022 Dummy Prototypical Networks for Few-Shot Open-Set Keyword Spotting Interspeech 2022 DynaMaR: Dynamic Prompt with Mask Token Representation EMNLP 2022 Dynamic Augmentation Data Selection for Few-shot Text Classification EMNLP 2022 Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation CVPR 2022 Efficient Variance Reduction for Meta-learning ICML 2022 Embedding Hallucination for Few-shot Language Fine-tuning NAACL 2022 Eureka: Neural Insight Learning for Knowledge Graph Reasoning COLING 2022 Event Causality Identification via Derivative Prompt Joint Learning COLING 2022 Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking EMNLP 2022 Exploring a POS-based Two-stage Approach for Improving Low-Resource AMR-to-Text Generation EMNLP 2022 Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract) AAAI 2022 Exploring the Capacity of a Large-scale Masked Language Model to Recognize Grammatical Errors ACL 2022 Expressive, Variable, and Controllable Duration Modelling in TTS Interspeech 2022 Extreme Zero-Shot Learning for Extreme Text Classification NAACL 2022