few-shot learning

MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset ACL 2025 Massively Multilingual Instruction-Following Information Extraction ACL 2025 MC2: A Minimum-Coverage and Dataset-Agnostic Framework for Compositional Generalization of LLMs on Semantic Parsing EMNLP 2025 Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums NAACL 2025 Memory-Reduced Meta-Learning with Guaranteed Convergence AAAI 2025 Mention detection with LLMs in pair-programming dialogue EMNLP 2025 Meta-Dynamical State Space Models for Integrative Neural Data Analysis ICLR 2025 Meta-learning from Heterogeneous Tensors for Few-shot Tensor Completion AISTATS 2025 Meta-learning Task-specific Regularization Weights for Few-shot Linear Regression AISTATS 2025 Metalic: Meta-Learning In-Context with Protein Language Models ICLR 2025 MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition EMNLP 2025 Meta-PerSER: Few-Shot Listener Personalized Speech Emotion Recognition via Meta-learning Interspeech 2025 Meta-Semantics Augmented Few-Shot Relational Learning EMNLP 2025 MetaWriter: Personalized Handwritten Text Recognition Using Meta-Learned Prompt Tuning CVPR 2025 MindCustomer: Multi-Context Image Generation Blended with Brain Signal ICML 2025 MIND: Math Informed syNthetic Dialogues for Pretraining LLMs ICLR 2025 MINDS at SemEval-2025 Task 8: Question Answering Over Tabular Data via Large Language Model-generated SQL Queries SemEval 2025 Mitigating Demonstration Bias through Global Coevolutionary Reasoning ACL 2025 Mitigating Label Length Bias in Large Language Models IJCNLP 2025 Mitigating Non-Representative Prototypes and Representation Bias in Few-Shot Continual Relation Extraction ACL 2025 Mixtures of In-Context Learners ACL 2025 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 Molecular String Representation Preferences in Pretrained LLMs: A Comparative Study in Zero- & Few-Shot Molecular Property Prediction EMNLP 2025