Few-Shot Learning

Revealing the Inherent Instructability of Pre-Trained Language Models EMNLP 2025 Revisiting In-Context Learning with Long Context Language Models ACL 2025 Revisiting Pool-based Prompt Learning for Few-shot Class-incremental Learning ICCV 2025 RICL: Adding In-Context Adaptability to Pre-Trained Vision-Language-Action Models CoRL 2025 RoBiologyDataChoiceQA: A Romanian Dataset for improving Biology understanding of Large Language Models EMNLP 2025 Rolling the DICE on Idiomaticity: How LLMs Fail to Grasp Context ACL 2025 Rule-Guided Extraction: A Hierarchical Rule Optimization Framework for Document-Level Event Argument Extraction EMNLP 2025 Saama Technologies at SemEval-2025 Task 8: Few-shot prompting with LLM-generated examples for question answering on tabular data SemEval 2025 SAM-Aware Graph Prompt Reasoning Network for Cross-Domain Few-Shot Segmentation AAAI 2025 Sarc7: Evaluating Sarcasm Detection and Generation with Seven Types and Emotion-Informed Techniques EMNLP 2025 Scalable and Culturally Specific Stereotype Dataset Construction via Human-LLM Collaboration EMNLP 2025 Scalable Model Merging with Progressive Layer-wise Distillation ICML 2025 Schema and Natural Language Aware In-Context Learning for Improved GraphQL Query Generation NAACL 2025 Seeing 3D Through 2D Lenses: 3D Few-Shot Class-Incremental Learning via Cross-Modal Geometric Rectification ICCV 2025 Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning ICML 2025 Self-Evolving Visual Concept Library using Vision-Language Critics CVPR 2025 Semi-ViM: Bidirectional State Space Model for Mitigating Label Imbalance in Semi-Supervised Learning ICCV 2025 seqBench: A Tunable Benchmark to Quantify Sequential Reasoning Limits of LLMs EMNLP 2025 Sibai: A Few-Shot Meta-Classifier for Poisoning Detection in Federated Learning ICCV 2025 Single Domain Generalization for Few-Shot Counting via Universal Representation Matching CVPR 2025 SKIL: Semantic Keypoint Imitation Learning for Generalizable Data-efficient Manipulation RSS 2025 SOVGaussian: Sparse-View 3D Gaussian Splatting for Open-Vocabulary Scene Understanding AAAI 2025 SpaceGNN: Multi-Space Graph Neural Network for Node Anomaly Detection with Extremely Limited Labels ICLR 2025 SPICA: Retrieving Scenarios for Pluralistic In-Context Alignment ACL 2025 SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models ICLR 2025