Few-Shot Learning

Few-shot Unified Question Answering: Tuning Models or Prompts? EMNLP 2023 Flatness-Aware Prompt Selection Improves Accuracy and Sample Efficiency EMNLP 2023 Focusing, Bridging and Prompting for Few-shot Nested Named Entity Recognition ACL 2023 Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation NeurIPS 2023 Focus Your Attention when Few-Shot Classification NeurIPS 2023 FoPro: Few-Shot Guided Robust Webly-Supervised Prototypical Learning AAAI 2023 From Ultra-Fine to Fine: Fine-tuning Ultra-Fine Entity Typing Models to Fine-grained ACL 2023 From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation EMNLP 2023 GeCoNeRF: Few-shot Neural Radiance Fields via Geometric Consistency ICML 2023 Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related Features EMNLP 2023 Generating Features With Increased Crop-Related Diversity for Few-Shot Object Detection CVPR 2023 Genetic Prompt Search via Exploiting Language Model Probabilities IJCAI 2023 Good Meta-tasks Make A Better Cross-lingual Meta-transfer Learning for Low-resource Languages EMNLP 2023 GraphPrompt: Graph-Based Prompt Templates for Biomedical Synonym Prediction AAAI 2023 GROVE: A Retrieval-augmented Complex Story Generation Framework with A Forest of Evidence EMNLP 2023 GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets EMNLP 2023 Guideline Learning for In-Context Information Extraction EMNLP 2023 Hierarchical Dense Correlation Distillation for Few-Shot Segmentation CVPR 2023 Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification ACL 2023 Hint-Aug: Drawing Hints From Foundation Vision Transformers Towards Boosted Few-Shot Parameter-Efficient Tuning CVPR 2023 HINT: Hypernetwork Instruction Tuning for Efficient Zero- and Few-Shot Generalisation ACL 2023 How Do In-Context Examples Affect Compositional Generalization? ACL 2023 How Many Demonstrations Do You Need for In-context Learning? EMNLP 2023 Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-Shot Learning With Hyperspherical Embeddings CVPR 2023 Hyperbolic Graph Neural Networks at Scale: A Meta Learning Approach NeurIPS 2023