Few-Shot Learning

Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples CVPR 2024 BLT: Can Large Language Models Handle Basic Legal Text? EMNLP 2024 Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World ICLR 2024 Boosting Few-Shot Learning via Attentive Feature Regularization AAAI 2024 Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models ICLR 2024 Bridge the Points: Graph-based Few-shot Segment Anything Semantically NeurIPS 2024 Bridging Modalities: Enhancing Cross-Modality Hate Speech Detection with Few-Shot In-Context Learning EMNLP 2024 BUFFET: Benchmarking Large Language Models for Few-shot Cross-lingual Transfer NAACL 2024 Byzantine Resilient and Fast Federated Few-Shot Learning ICML 2024 CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset NeurIPS 2024 Can GPT-4 Identify Propaganda? Annotation and Detection of Propaganda Spans in News Articles COLING 2024 Can LLMs Learn from Previous Mistakes? Investigating LLMs’ Errors to Boost for Reasoning ACL 2024 Can Mamba Learn How To Learn? A Comparative Study on In-Context Learning Tasks ICML 2024 Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question Generation ACL 2024 Chain-of-Quizzes: Pedagogy-inspired Example Selection in In-Context-Learning ACL 2024 Chem-FINESE: Validating Fine-Grained Few-shot Entity Extraction through Text Reconstruction EACL 2024 Chinese UMR annotation: Can LLMs help? COLING 2024 Chitchat as Interference: Adding User Backstories to Task-Oriented Dialogues COLING 2024 CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk Classification ACL 2024 Class-Incremental Few-Shot Event Detection COLING 2024 ClevrSkills: Compositional Language And Visual Reasoning in Robotics NeurIPS 2024 CLiC: Concept Learning in Context CVPR 2024 ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes NAACL 2024 CLIP-FSAC: Boosting CLIP for Few-Shot Anomaly Classification with Synthetic Anomalies IJCAI 2024 ClusterCore at SemEval-2024 Task 7: Few Shot Prompting With Large Language Models for Numeral-Aware Headline Generation SemEval 2024