few-shot learning

NlpUned at SemEval-2025 Task 10: Beyond Training: A Taxonomy-Guided Approach to Role Classification Using LLMs SemEval 2025 Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025 Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing EMNLP 2025 NSU_PiedPiper at BLP-2025 Task 2: A Chain-of-Thought with Iterative Debugging Approach for Code Generation with Bangla Instruction AACL 2025 NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025 On Collaborating Small and Large Models For Few-shot Intent Detection EMNLP 2025 One-shot 3D Object Canonicalization based on Geometric and Semantic Consistency CVPR 2025 On Evaluation Protocols for Data Augmentation in a Limited Data Scenario COLING 2025 On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025 On Many-Shot In-Context Learning for Long-Context Evaluation ACL 2025 OpenCity3D: What do Vision-Language Models Know About Urban Environments? WACV 2025 OPI-DRO-HEL at at SemEval-2025 Task 11: Few-shot prompting for Text-based Emotion Recognition SemEval 2025 OPI-DRO-HEL at SemEval-2025 Task 9: Integrating Transformer-Based Classification with LLM-Assisted Few-Shot Learning for Food Hazard Detection SemEval 2025 Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis NAACL 2025 Opt-In Art: Learning Art Styles Only from Few Examples NeurIPS 2025 ORPP: Self-Optimizing Role-playing Prompts to Enhance Language Model Capabilities EMNLP 2025 OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025 Overview of the ArchEHR-QA 2025 Shared Task on Grounded Question Answering from Electronic Health Records ACL 2025 Overview of the ClinIQLink 2025 Shared Task on Medical Question-Answering ACL 2025 P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts ACL 2025 PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment ICLR 2025 ParaICL: Towards Parallel In-Context Learning NAACL 2025 Partial Order-centered Hyperbolic Representation Learning for Few-shot Relation Extraction COLING 2025 P-CoT: A Pedagogically-motivated Participatory Chain-of-Thought Prompting for Phonological Reasoning in LLMs ACL 2025 PERC: Plan-As-Query Example Retrieval for Underrepresented Code Generation COLING 2025