few-shot learning

TS-CLIP: Time Series Understanding by CLIP EMNLP 2025 TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025 Twofold Debiasing Enhances Fine-Grained Learning with Coarse Labels AAAI 2025 UCS-SQL: Uniting Content and Structure for Enhanced Semantic Bridging In Text-to-SQL ACL 2025 UncleLM at SemEval-2025 Task 11: RAG-Based Few-Shot Learning and Fine-Tuned Encoders for Multilingual Emotion Detection SemEval 2025 UnCo: Uncertainty-Driven Collaborative Framework of Large and Small Models for Grounded Multimodal NER EMNLP 2025 UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning CVPR 2025 Uniandes at TSAR 2025 Shared Task Multi-Agent CEFR Text Simplification with Automated Quality Assessment and Iterative Refinement EMNLP 2025 UNICL-SAM: Uncertainty-Driven In-Context Segmentation with Part Prototype Discovery CVPR 2025 Unified Medical Lesion Segmentation via Self-referring Indicator CVPR 2025 UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection CVPR 2025 Unknown Text Learning for CLIP-based Few-Shot Open-set Recognition ICCV 2025 Unleashing In-context Learning of Autoregressive Models for Few-shot Image Manipulation CVPR 2025 Unlocking LLM Safeguards for Low-Resource Languages via Reasoning and Alignment with Minimal Training Data EMNLP 2025 Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025 Unsupervised Disentanglement of Content and Style via Variance-Invariance Constraints ICLR 2025 Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation EMNLP 2025 Using LLMs to Advance Idiom Corpus Construction NAACL 2025 UTSA-NLP at ArchEHR-QA 2025: Improving EHR Question Answering via Self-Consistency Prompting ACL 2025 Vector-ICL: In-context Learning with Continuous Vector Representations ICLR 2025 Verbalized Representation Learning for Interpretable Few-Shot Generalization ICCV 2025 VERO: Verification and Zero-Shot Feedback Acquisition for Few-Shot Multimodal Aspect-Level Sentiment Classification AAAI 2025 Video-Bench: Human-Aligned Video Generation Benchmark CVPR 2025 Virtual CRISPR: Can LLMs Predict CRISPR Screen Results? ACL 2025 Visibility as Survival: Generalizing NLP for Native Alaskan Language Identification ACL 2025