few-shot learning

MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs EMNLP 2025 More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives ACL 2025 More Text, Less Point: Towards 3D Data-Efficient Point-Language Understanding AAAI 2025 mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus ACL 2025 MOVE: Motion-Guided Few-Shot Video Object Segmentation ICCV 2025 MPVStance: Mitigating Hallucinations in Stance Detection with Multi-Perspective Verification ACL 2025 MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation NAACL 2025 MSP-SR: Multi-Stage Probabilistic Generative Super Resolution with Scarce High-Resolution Data UAI 2025 Multi-Class Textual-Inversion Secretly Yields a Semantic-Agnostic Classifier WACV 2025 Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness EMNLP 2025 Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning AAAI 2025 Multi-level Diagnosis and Evaluation for Robust Tabular Feature Engineering with Large Language Models EMNLP 2025 Multilingual Verbalisation of Knowledge Graphs EMNLP 2025 Multi-Modal Few-Shot Temporal Action Segmentation ICCV 2025 Multi-Modal Grounded Planning and Efficient Replanning for Learning Embodied Agents with a Few Examples AAAI 2025 Multimodality Helps Few-shot 3D Point Cloud Semantic Segmentation ICLR 2025 Multi-Prompting Decoder Helps Better Language Understanding ACL 2025 Multi-task Adversarial Attacks against Black-box Model with Few-shot Queries ACL 2025 Multi-view Fusion and Parameter Perturbation for Few-Shot Class-Incremental Audio Classification Interspeech 2025 Mutual-pairing Data Augmentation for Fewshot Continual Relation Extraction NAACL 2025 Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025 MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context AAAI 2025 Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering ACL 2025 Neural Conformal Control for Time Series Forecasting AAAI 2025 NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI Tutors ACL 2025