Few-Shot Learning

CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025 CUNI-a at ArchEHR-QA 2025: Do we need Giant LLMs for Clinical QA? ACL 2025 D2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition ICCV 2025 Data-adaptive Differentially Private Prompt Synthesis for In-Context Learning ICLR 2025 Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025 DCG-SQL: Enhancing In-Context Learning for Text-to-SQL with Deep Contextual Schema Link Graph ACL 2025 Deconfound Semantic Shift and Incompleteness in Incremental Few-shot Semantic Segmentation AAAI 2025 DeFSS: Image-to-Mask Denoising Learning for Few-shot Segmentation ICCV 2025 Delta-KNN: Improving Demonstration Selection in In-Context Learning for Alzheimer’s Disease Detection ACL 2025 Detecting Hallucinations in Scientific Claims by Combining Prompting Strategies and Internal State Classification ACL 2025 Detecting Sockpuppetry on Wikipedia Using Meta-Learning ACL 2025 Dialect Normalization using Large Language Models and Morphological Rules ACL 2025 DictAS: A Framework for Class-Generalizable Few-Shot Anomaly Segmentation via Dictionary Lookup ICCV 2025 DNB-AI-Project at SemEval-2025 Task 5: An LLM-Ensemble Approach for Automated Subject Indexing SemEval 2025 DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms EMNLP 2025 Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models ICLR 2025 Doodle Your Keypoints: Sketch-Based Few-Shot Keypoint Detection ICCV 2025 Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction ACL 2025 Drift: Decoding-time Personalized Alignments with Implicit User Preferences EMNLP 2025 DS2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis ACL 2025 DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation CVPR 2025 DweshVaani: An LLM for Detecting Religious Hate Speech in Code-Mixed Hindi-English COLING 2025 Easy as PIE? Identifying Multi-Word Expressions with LLMs EMNLP 2025 Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025 Elemental Composite Prototypical Network: Few-Shot Object Detection on Outdoor 3D Point Cloud Scenes WACV 2025