Few-Shot Learning

HuTuMotion: Human-Tuned Navigation of Latent Motion Diffusion Models with Minimal Feedback AAAI 2024 HW-TSC at SemEval-2024 Task 9: Exploring Prompt Engineering Strategies for Brain Teaser Puzzles Through LLMs SemEval 2024 Hybrid Mamba for Few-Shot Segmentation NeurIPS 2024 Hyperbolic vs Euclidean Embeddings in Few-Shot Learning: Two Sides of the Same Coin WACV 2024 Hypothesis Generation with Large Language Models EMNLP 2024 Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the Tasks EMNLP 2024 Improving Argument Effectiveness Across Ideologies using Instruction-tuned Large Language Models EMNLP 2024 Improving Continual Few-shot Relation Extraction through Relational Knowledge Distillation and Prototype Augmentation COLING 2024 Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQL EMNLP 2024 Improving Few-Shot Cross-Domain Named Entity Recognition by Instruction Tuning a Word-Embedding based Retrieval Augmented Large Language Model EMNLP 2024 Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot Examples ACL 2024 In-Context Compositional Generalization for Large Vision-Language Models EMNLP 2024 In-Context Example Retrieval from Multi-Perspectives for Few-Shot Aspect-Based Sentiment Analysis COLING 2024 In-context Learning and Gradient Descent Revisited NAACL 2024 In-Context Learning with Iterative Demonstration Selection EMNLP 2024 Induct-Learn: Short Phrase Prompting with Instruction Induction EMNLP 2024 Instance-based Max-margin for Practical Few-shot Recognition CVPR 2024 InstructEval: Systematic Evaluation of Instruction Selection Methods NAACL 2024 Instructing Large Language Models to Identify and Ignore Irrelevant Conditions NAACL 2024 Instruction Tuning with Retrieval-based Examples Ranking for Aspect-based Sentiment Analysis ACL 2024 Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models ACL 2024 Interactive Visual Task Learning for Robots AAAI 2024 Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered Study COLING 2024 iREL at SemEval-2024 Task 9: Improving Conventional Prompting Methods for Brain Teasers SemEval 2024 ISAR: A Benchmark for Single- and Few-Shot Object Instance Segmentation and Re-Identification WACV 2024