Few-Shot Learning

Pseudo Informative Episode Construction for Few-Shot Class-Incremental Learning AAAI 2025 PUER: Boosting Few-shot Positive-Unlabeled Entity Resolution with Reinforcement Learning EMNLP 2025 Rapid Word Learning Through Meta In-Context Learning EMNLP 2025 Read it in Two Steps: Translating Extremely Low-Resource Languages with Code-Augmented Grammar Books ACL 2025 Reasoning Graph Enhanced Exemplars Retrieval for In-Context Learning COLING 2025 Reasoning or Memorization? Investigating LLMs’ Capability in Restoring Chinese Internet Homophones ACL 2025 Relation Extraction or Pattern Matching? Unravelling the Generalisation Limits of Language Models for Biographical RE IJCNLP 2025 RELIC: Enhancing Reward Model Generalization for Low-Resource Indic Languages with Few-Shot Examples EMNLP 2025 ReMP-AD: Retrieval-enhanced Multi-modal Prompt Fusion for Few-Shot Industrial Visual Anomaly Detection ICCV 2025 Reproducible Vision-Language Models Meet Concepts Out of Pre-Training CVPR 2025 Rethinking Few Shot CLIP Benchmarks: A Critical Analysis in the Inductive Setting ICCV 2025 Revisiting Implicitly Abusive Language Detection: Evaluating LLMs in Zero-Shot and Few-Shot Settings COLING 2025 Revisiting Pool-based Prompt Learning for Few-shot Class-incremental Learning ICCV 2025 RI3D: Few-Shot Gaussian Splatting With Repair and Inpainting Diffusion Priors ICCV 2025 RISCORE: Enhancing In-Context Riddle Solving in Language Models through Context-Reconstructed Example Augmentation COLING 2025 SAIL: Sample-Centric In-Context Learning for Document Information Extraction AAAI 2025 SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning EMNLP 2025 SAM-Aware Graph Prompt Reasoning Network for Cross-Domain Few-Shot Segmentation AAAI 2025 Sample-Efficient Behavior Cloning Using General Domain Knowledge IJCAI 2025 SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning CVPR 2025 Selecting Demonstrations for Many-Shot In-Context Learning via Gradient Matching ACL 2025 Selective Shot Learning for Code Explanation ACL 2025 Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model ACL 2025 Self-Error-Instruct: Generalizing from Errors for LLMs Mathematical Reasoning ACL 2025 Self-Harmonized Chain of Thought NAACL 2025