Few-Shot Learning

DiffCLIP: Few-shot Language-driven Multimodal Classifier AAAI 2025 DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt ACL 2025 Do LLMs Behave as Claimed? Investigating How LLMs Follow Their Own Claims using Counterfactual Questions EMNLP 2025 Don’t Take it Literally! Idiom-aware Vietnamese Translation via In-context Learning IJCNLP 2025 DoubleDipper: Recycling Contexts for Efficient and Attributed In-Context Learning IJCNLP 2025 DRUM: Learning Demonstration Retriever for Large MUlti-modal Models ACL 2025 DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation CVPR 2025 Dual-Agent Optimization framework for Cross-Domain Few-Shot Segmentation CVPR 2025 Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation CVPR 2025 Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification ACL 2025 Dynamic-prototype Contrastive Fine-tuning for Continual Few-shot Relation Extraction with Unseen Relation Detection COLING 2025 EERPD: Leveraging Emotion and Emotion Regulation for Improving Personality Detection COLING 2025 Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025 Efficient and Accurate Prompt Optimization: the Benefit of Memory in Exemplar-Guided Reflection ACL 2025 Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions AAAI 2025 Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025 Ehime-U System with Judge and Refinement, Specialized Prompting, and Few-shot for the Patent Claim Translation Task at WAT 2025 AACL 2025 Elemental Composite Prototypical Network: Few-Shot Object Detection on Outdoor 3D Point Cloud Scenes WACV 2025 Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning CVPR 2025 Empaths at SemEval-2025 Task 11: Retrieval-Augmented Approach to Perceived Emotions Prediction SemEval 2025 Empirical Study of Zero-shot Keyphrase Extraction with Large Language Models COLING 2025 Enhance Vision-Language Alignment with Noise AAAI 2025 Enhancing Close-up Novel View Synthesis via Pseudo-labeling AAAI 2025 Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025 Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration CVPR 2025