Few-Shot Learning

GlyphPattern: An Abstract Pattern Recognition for Vision-Language Models ACL 2025 GPT-NER: Named Entity Recognition via Large Language Models NAACL 2025 Gradient Flush at Slavic NLP 2025 Task: Leveraging Slavic BERT and Translation for Persuasion Techniques Classification ACL 2025 GuideNER: Annotation Guidelines Are Better than Examples for In-Context Named Entity Recognition AAAI 2025 HebID: Detecting Social Identities in Hebrew-language Political Text EMNLP 2025 HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025 Hidden in Plain Sight: Evaluation of the Deception Detection Capabilities of LLMs in Multimodal Settings ACL 2025 Hierarchical Material Recognition from Local Appearance ICCV 2025 HIT-YOU at TSAR 2025 Shared Task Leveraging Similarity-Based Few-Shot Prompting, Round-Trip Translation, and Self-Refinement for Readability-Controlled Text Simplification EMNLP 2025 HODIAT: A Dataset for Detecting Homotransphobic Hate Speech in Italian with Aggressiveness and Target Annotation ACL 2025 Holistic Semantic Representation for Navigational Trajectory Generation AAAI 2025 HomoGraphAdapter: A Homogeneous Graph Neural Network as an Effective Adapter for Vision-Language Models EMNLP 2025 How Do Large Language Models Evaluate Lexical Complexity? EMNLP 2025 HypDAE: Hyperbolic Diffusion Autoencoders for Hierarchical Few-shot Image Generation ICCV 2025 HyperTrans: Efficient Hypergraph-Driven Cross-Domain Pattern Transfer in Image Anomaly Detection IJCAI 2025 ICL-Bandit: Relevance Labeling in Advertisement Recommendation Systems via LLM EMNLP 2025 ICLEval: Evaluating In-Context Learning Ability of Large Language Models COLING 2025 ImaRA: An Imaginative Frame Augmented Method for Low-Resource Multimodal Metaphor Detection and Explanation NAACL 2025 Implicit Hate Target Span Detection in Zero- and Few-Shot Settings with Selective Sub-Billion Parameter Models ACL 2025 Improving Data Annotation for Low-Resource Relation Extraction with Logical Rule-Augmented Collaborative Language Models NAACL 2025 Improving In-context Learning Example Retrieval for Classroom Discussion Assessment with Re-ranking and Label Ratio Regulation ACL 2025 Improving Instruct Models for Free: A Study on Partial Adaptation EMNLP 2025 Improving Large Language Model Planning with Action Sequence Similarity ICLR 2025 Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data ACL 2025 In-Context Learning on a Budget: A Case Study in Token Classification NAACL 2025