Few-Shot Learning

MMRL: Multi-Modal Representation Learning for Vision-Language Models CVPR 2025 ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025 Modeling Background Knowledge with Frame Semantics for Fine-grained Sentiment Classification ACL 2025 Model Performance-Guided Evaluation Data Selection for Effective Prompt Optimization ACL 2025 Molecular String Representation Preferences in Pretrained LLMs: A Comparative Study in Zero- & Few-Shot Molecular Property Prediction EMNLP 2025 MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs EMNLP 2025 MOVE: Motion-Guided Few-Shot Video Object Segmentation ICCV 2025 Multi-Class Textual-Inversion Secretly Yields a Semantic-Agnostic Classifier WACV 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-Prompting Decoder Helps Better Language Understanding ACL 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 NesTools: A Dataset for Evaluating Nested Tool Learning Abilities of Large Language Models COLING 2025 NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI Tutors ACL 2025 NlpUned at SemEval-2025 Task 10: Beyond Training: A Taxonomy-Guided Approach to Role Classification Using LLMs SemEval 2025 Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025 Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing EMNLP 2025 NSU_PiedPiper at BLP-2025 Task 2: A Chain-of-Thought with Iterative Debugging Approach for Code Generation with Bangla Instruction AACL 2025 NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025 Object-level Correlation for Few-Shot Segmentation ICCV 2025 On Collaborating Small and Large Models For Few-shot Intent Detection EMNLP 2025 One-shot 3D Object Canonicalization based on Geometric and Semantic Consistency CVPR 2025 On Many-Shot In-Context Learning for Long-Context Evaluation ACL 2025