Few-Shot Learning

FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition COLING 2022 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022 Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity ACL 2022 Fast Few-shot Debugging for NLU Test Suites ACL 2022 Fast inference and transfer of compositional task structures for few-shot task generalization UAI 2022 Feature-Proxy Transformer for Few-Shot Segmentation NeurIPS 2022 Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts EMNLP 2022 Few-Shot Class-Incremental Learning for Named Entity Recognition ACL 2022 Few-Shot Continual Active Learning by a Robot NeurIPS 2022 Few-Shot Cross-Lingual Learning for Event Detection EMNLP 2022 Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts ACL 2022 Few Shot Cross-Lingual TTS Using Transferable Phoneme Embedding Interspeech 2022 Few-Shot (Dis)Agreement Identification in Online Discussions with Regularized and Augmented Meta-Learning EMNLP 2022 Few-Shot Document-Level Relation Extraction NAACL 2022 Few-Shot Fast-Adaptive Anomaly Detection NeurIPS 2022 Few-shot fine-tuning SOTA summarization models for medical dialogues NAACL 2022 Few-shot Learning for Feature Selection with Hilbert-Schmidt Independence Criterion NeurIPS 2022 Few-shot Learning with Multilingual Generative Language Models EMNLP 2022 Few-Shot Learning With Noisy Labels CVPR 2022 Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes COLING 2022 Few-shot Named Entity Recognition with Self-describing Networks ACL 2022 Few-Shot Non-Parametric Learning with Deep Latent Variable Model NeurIPS 2022 Few-Shot Object Detection With Fully Cross-Transformer CVPR 2022 Few-Shot Pidgin Text Adaptation via Contrastive Fine-Tuning COLING 2022 Few-shot Query-Focused Summarization with Prefix-Merging EMNLP 2022