Few-Shot Learning

Do Prompt-Based Models Really Understand the Meaning of Their Prompts? NAACL 2022 Dual Attention Networks for Few-Shot Fine-Grained Recognition AAAI 2022 Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning ACL 2022 Dummy Prototypical Networks for Few-Shot Open-Set Keyword Spotting Interspeech 2022 Dyna-bAbI: unlocking bAbI’s potential with dynamic synthetic benchmarking NAACL 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 EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning CVPR 2022 EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing EMNLP 2022 Efficient Few-Shot Fine-Tuning for Opinion Summarization NAACL 2022 Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation NeurIPS 2022 EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization ACL 2022 Eliciting and Understanding Cross-task Skills with Task-level Mixture-of-Experts EMNLP 2022 Enhancing Cross-lingual Natural Language Inference by Prompt-learning from Cross-lingual Templates ACL 2022 Enhancing Few-Shot Image Classification With Unlabelled Examples WACV 2022 Enhancing Pre-trained Models with Text Structure Knowledge for Question Generation COLING 2022 EvEntS ReaLM: Event Reasoning of Entity States via Language Models EMNLP 2022 Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking EMNLP 2022 Exploiting Language Model Prompts Using Similarity Measures: A Case Study on the Word-in-Context Task ACL 2022 Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract) AAAI 2022 Exploring Euphemism Detection in Few-Shot and Zero-Shot Settings EMNLP 2022 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022 FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations ICLR 2022 Fast inference and transfer of compositional task structures for few-shot task generalization UAI 2022