Few-Shot Learning

Optimizing Chinese Lexical Simplification Across Word Types: A Hybrid Approach EMNLP 2024 PALM: Few-Shot Prompt Learning for Audio Language Models EMNLP 2024 PMRC: Prompt-Based Machine Reading Comprehension for Few-Shot Named Entity Recognition AAAI 2024 PPTSER: A Plug-and-Play Tag-guided Method for Few-shot Semantic Entity Recognition on Visually-rich Documents ACL 2024 Preserving Generalization of Language models in Few-shot Continual Relation Extraction EMNLP 2024 ProG: A Graph Prompt Learning Benchmark NeurIPS 2024 PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection CVPR 2024 Pushing the Limits of Low-Resource NER Using LLM Artificial Data Generation ACL 2024 Relevant Intrinsic Feature Enhancement Network for Few-Shot Semantic Segmentation AAAI 2024 Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation CVPR 2024 Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue EMNLP 2024 Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation Purification AAAI 2024 SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images WACV 2024 SciPrompt: Knowledge-augmented Prompting for Fine-grained Categorization of Scientific Topics EMNLP 2024 Se2: Sequential Example Selection for In-Context Learning ACL 2024 Self-Prompt Mechanism for Few-Shot Image Recognition AAAI 2024 Simple Semantic-Aided Few-Shot Learning CVPR 2024 SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation CVPR 2024 Structured Chain-of-Thought Prompting for Few-Shot Generation of Content-Grounded QA Conversations EMNLP 2024 SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation AAAI 2024 Task-Adaptive Prompted Transformer for Cross-Domain Few-Shot Learning AAAI 2024 Task-Disruptive Background Suppression for Few-Shot Segmentation AAAI 2024 TEII: Think, Explain, Interact and Iterate with Large Language Models to Solve Cross-lingual Emotion Detection ACL 2024 TinyStyler: Efficient Few-Shot Text Style Transfer with Authorship Embeddings EMNLP 2024 TurkishMMLU: Measuring Massive Multitask Language Understanding in Turkish EMNLP 2024