Few-Shot Learning

EmoGist: Efficient In-Context Learning for Visual Emotion Understanding EMNLP 2025 Empowering Persuasion Detection in Slavic Texts through Two-Stage Generative Reasoning ACL 2025 End-to-End Automated Item Generation and Scoring for Adaptive English Writing Assessment with Large Language Models ACL 2025 Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval ACL 2025 Enhancing Causal Relationship Detection Using Prompt Engineering and Large Language Models COLING 2025 Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns AAAI 2025 Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025 Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration CVPR 2025 Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features ICCV 2025 Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer AAAI 2025 Enhancing Input-Label Mapping in In-Context Learning with Contrastive Decoding ACL 2025 Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation NAACL 2025 Enhancing Vision-Language Few-Shot Adaptation with Negative Learning WACV 2025 Evaluation of Large Language Models on Arabic Punctuation Prediction COLING 2025 ExpertGenQA: Open-ended QA generation in Specialized Domains EMNLP 2025 Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation ICCV 2025 Exploring Deductive and Inductive Reasoning Capabilities of Large Language Models in Procedural Planning EMNLP 2025 Exploring In-context Example Generation for Machine Translation ACL 2025 Exploring Limitations of LLM Capabilities with Multi-Problem Evaluation NAACL 2025 Exploring LLM Priming Strategies for Few-Shot Stance Classification ACL 2025 Exploring Quality and Diversity in Synthetic Data Generation for Argument Mining EMNLP 2025 FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation AAAI 2025 FaST: Feature-aware Sampling and Tuning for Personalized Preference Alignment with Limited Data EMNLP 2025 Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025 Few-Shot Domain Adaptation for Learned Image Compression AAAI 2025