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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Meta-Adapters: Parameter Efficient Few-shot Fine-tuning through Meta-Learning AUTOML 2022
Case-Based Abductive Natural Language Inference COLING 2022
Prompt Combines Paraphrase: Teaching Pre-trained Models to Understand Rare Biomedical Words COLING 2022
Multidimensional Belief Quantification for Label-Efficient Meta-Learning CVPR 2022
Low-Resource Adaptation for Personalized Co-Speech Gesture Generation CVPR 2022
Modeling Image Composition for Complex Scene Generation CVPR 2022
Semantically Informed Slang Interpretation NAACL 2022
Do Prompt-Based Models Really Understand the Meaning of Their Prompts? NAACL 2022
Context-Aware Abbreviation Expansion Using Large Language Models NAACL 2022
Exploring a POS-based Two-stage Approach for Improving Low-Resource AMR-to-Text Generation EMNLP 2022
MetaPrompting: Learning to Learn Better Prompts COLING 2022
Towards Summarizing Healthcare Questions in Low-Resource Setting COLING 2022
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging COLING 2022
Rethinking Video Anomaly Detection - A Continual Learning Approach WACV 2022
Contextual Gradient Scaling for Few-Shot Learning WACV 2022
AdaPrompt: Adaptive Model Training for Prompt-based NLP EMNLP 2022
LM-BFF-MS: Improving Few-Shot Fine-tuning of Language Models based on Multiple Soft Demonstration Memory ACL 2022
A Few More Examples May Be Worth Billions of Parameters EMNLP 2022
Detecting Tear Gas Canisters With Limited Training Data WACV 2022
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks EMNLP 2022
Continual Training of Language Models for Few-Shot Learning EMNLP 2022
Leveraging QA Datasets to Improve Generative Data Augmentation EMNLP 2022
Natural Language to Code Translation with Execution EMNLP 2022
UniHD at TSAR-2022 Shared Task: Is Compute All We Need for Lexical Simplification? EMNLP 2022
Impact of Training Instance Selection on Domain-Specific Entity Extraction using BERT NAACL 2022