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 Meta-Reinforcement Learning with Adaptation from Human Feedback via Preference-Order-Preserving Task Embedding ICML 2025 Meta-Semantics Augmented Few-Shot Relational Learning EMNLP 2025 MetaWriter: Personalized Handwritten Text Recognition Using Meta-Learned Prompt Tuning CVPR 2025 Mimic In-Context Learning for Multimodal Tasks CVPR 2025 MINDS at SemEval-2025 Task 8: Question Answering Over Tabular Data via Large Language Model-generated SQL Queries SemEval 2025 MixRI: Mixing Features of Reference Images for Novel Object Pose Estimation ICCV 2025 Modeling Background Knowledge with Frame Semantics for Fine-grained Sentiment Classification ACL 2025 More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives ACL 2025 More Text, Less Point: Towards 3D Data-Efficient Point-Language Understanding AAAI 2025 Multilabel Classification of Persuasion Techniques with self-improving LLM agent: SlavicNLP 2025 Shared Task ACL 2025 Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning AAAI 2025 MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration EMNLP 2025 Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and English AAAI 2025 Multi-modal Deepfake Detection via Multi-task Audio-Visual Prompt Learning AAAI 2025 Multi-Modal Few-Shot Temporal Action Segmentation ICCV 2025 Multi-Modal Grounded Planning and Efficient Replanning for Learning Embodied Agents with a Few Examples AAAI 2025 MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context AAAI 2025 NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI Tutors ACL 2025 Neuroverse3D: Developing In-Context Learning Universal Model for Neuroimaging in 3D ICCV 2025 NLP_CIMAT at SemEval-2025 Task 3: Just Ask GPT or look Inside. A prompt and Neural Networks Approach to Hallucination Detection SemEval 2025 Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025 NSU_PiedPiper at BLP-2025 Task 2: A Chain-of-Thought with Iterative Debugging Approach for Code Generation with Bangla Instruction AACL 2025 O$^3$Afford: One-Shot 3D Object-to-Object Affordance Grounding for Generalizable Robotic Manipulation CoRL 2025