Few-Shot Learning

APRICOT: Active Preference Learning and Constraint-Aware Task Planning with LLMs CoRL 2024 A Probabilistic Framework for Modular Continual Learning ICLR 2024 A RelEntLess Benchmark for Modelling Graded Relations between Named Entities EACL 2024 A Simple Image Segmentation Framework via In-Context Examples NeurIPS 2024 Assessing In-context Learning and Fine-tuning for Topic Classification of German Web Data ACL 2024 Assessing Student Explanations with Large Language Models Using Fine-Tuning and Few-Shot Learning NAACL 2024 A Streamlined Span-based Factorization Method for Few Shot Named Entity Recognition COLING 2024 A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation NeurIPS 2024 A Survey on In-context Learning EMNLP 2024 Attention Temperature Matters in ViT-Based Cross-Domain Few-Shot Learning NeurIPS 2024 A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU COLING 2024 Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities ICML 2024 Automatic Identification of COVID-19-Related Conspiracy Narratives in German Telegram Channels and Chats COLING 2024 Autonomous Aspect-Image Instruction a2II: Q-Former Guided Multimodal Sentiment Classification COLING 2024 A Weak Supervision Approach for Few-Shot Aspect Based Sentiment Analysis EACL 2024 A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks COLING 2024 Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features CVPR 2024 Bayesian Example Selection Improves In-Context Learning for Speech, Text and Visual Modalities EMNLP 2024 Bayesian Program Learning by Decompiling Amortized Knowledge ICML 2024 BECLR: Batch Enhanced Contrastive Few-Shot Learning ICLR 2024 Be Confident in What You Know: Bayesian Parameter Efficient Fine-Tuning of Vision Foundation Models NeurIPS 2024 Benchmarking Hallucination in Large Language Models Based on Unanswerable Math Word Problem COLING 2024 Benchmarking Spurious Bias in Few-Shot Image Classifiers ECCV 2024 BERTbek: A Pretrained Language Model for Uzbek COLING 2024 Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification NAACL 2024