few-shot learning

MinT: Boosting Generalization in Mathematical Reasoning via Multi-view Fine-tuning COLING 2024 Mixture of Adversarial LoRAs: Boosting Robust Generalization in Meta-Tuning NeurIPS 2024 Mixture-of-Prompt-Experts for Multi-modal Semantic Understanding COLING 2024 MKeCL: Medical Knowledge-Enhanced Contrastive Learning for Few-shot Disease Diagnosis COLING 2024 MMA: Multi-Modal Adapter for Vision-Language Models CVPR 2024 MM-Narrator: Narrating Long-form Videos with Multimodal In-Context Learning CVPR 2024 ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models EACL 2024 More Samples or More Prompts? Exploring Effective Few-Shot In-Context Learning for LLMs with In-Context Sampling NAACL 2024 MSAGPT: Neural Prompting Protein Structure Prediction via MSA Generative Pre-Training NeurIPS 2024 MUCS@LT-EDI-2024: Learning Approaches to Empower Homophobic/Transphobic Comment Identification EACL 2024 Multi-Attention Based Visual-Semantic Interaction for Few-Shot Learning IJCAI 2024 Multi-Expert Distillation for Few-Shot Coordination (Student Abstract) AAAI 2024 Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer CVPR 2024 Multimodal Prompt Perceiver: Empower Adaptiveness Generalizability and Fidelity for All-in-One Image Restoration CVPR 2024 Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning NeurIPS 2024 Multiplane Prior Guided Few-Shot Aerial Scene Rendering CVPR 2024 Multistage Collaborative Knowledge Distillation from a Large Language Model for Semi-Supervised Sequence Generation ACL 2024 MuMath: Multi-perspective Data Augmentation for Mathematical Reasoning in Large Language Models NAACL 2024 Named Entity Recognition Under Domain Shift via Metric Learning for Life Sciences NAACL 2024 Narrative-of-Thought: Improving Temporal Reasoning of Large Language Models via Recounted Narratives EMNLP 2024 Narrowing the Gap between Zero- and Few-shot Machine Translation by Matching Styles NAACL 2024 Neural decoding from stereotactic EEG: accounting for electrode variability across subjects NeurIPS 2024 Neural Fine-Tuning Search for Few-Shot Learning ICLR 2024 NLP at UC Santa Cruz at SemEval-2024 Task 5: Legal Answer Validation using Few-Shot Multi-Choice QA SemEval 2024 No Culture Left Behind: ArtELingo-28, a Benchmark of WikiArt with Captions in 28 Languages EMNLP 2024