Few-Shot Learning

On Reference (In-)Determinacy in Natural Language Inference NAACL 2025 On the Role of Model Prior in Real-World Inductive Reasoning EMNLP 2025 Open Ad-hoc Categorization with Contextualized Feature Learning CVPR 2025 OPI-DRO-HEL at at SemEval-2025 Task 11: Few-shot prompting for Text-based Emotion Recognition SemEval 2025 Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis NAACL 2025 OptiSeq: Ordering Examples On-The-Fly for In-Context Learning EMNLP 2025 ORPP: Self-Optimizing Role-playing Prompts to Enhance Language Model Capabilities EMNLP 2025 OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025 OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025 Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection CVPR 2025 P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts ACL 2025 PacGDC: Label-Efficient Generalizable Depth Completion with Projection Ambiguity and Consistency ICCV 2025 Paragraph-level Error Correction and Explanation Generation: Case Study for Estonian ACL 2025 Parsing the Switch: LLM-Based UD Annotation for Complex Code-Switched and Low-Resource Languages EMNLP 2025 PERC: Plan-As-Query Example Retrieval for Underrepresented Code Generation COLING 2025 PHD: Personalized 3D Human Body Fitting with Point Diffusion ICCV 2025 Ph-GAN: Physics-Inspired GAN for Generating SAR Images Under Limited Data ICCV 2025 PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025 Probabilistic Prototype Calibration of Vision-language Models for Generalized Few-shot Semantic Segmentation ICCV 2025 PromptGuard at BLP-2025 Task 1: A Few-Shot Classification Framework Using Majority Voting and Keyword Similarity for Bengali Hate Speech Detection AACL 2025 Prompt-Guided Augmentation and Multi-modal Fusion for Argumentative Fallacy Classification in Political Debates ACL 2025 Prompting LLMs: Length Control for Isometric Machine Translation ACL 2025 PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks NAACL 2025 Prompt Tuning In a Compact Attribute Space AAAI 2025 Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning CVPR 2025