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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Rapid Word Learning Through Meta In-Context Learning EMNLP 2025
WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025
Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums NAACL 2025
Lightweight LLM Adaptation for Medical Summarisation: Roux-lette at PerAnsSumm Shared Task NAACL 2025
Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025
CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025
Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025
Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration CVPR 2025
SAIL: Sample-Centric In-Context Learning for Document Information Extraction AAAI 2025
ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) (Student Abstract) AAAI 2025
Prompting LLMs: Length Control for Isometric Machine Translation ACL 2025
MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs EMNLP 2025
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025
On Collaborating Small and Large Models For Few-shot Intent Detection EMNLP 2025
Parsing the Switch: LLM-Based UD Annotation for Complex Code-Switched and Low-Resource Languages EMNLP 2025
Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification CVPR 2025
UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection CVPR 2025
ImaRA: An Imaginative Frame Augmented Method for Low-Resource Multimodal Metaphor Detection and Explanation NAACL 2025
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples NAACL 2025
ArtEditor: Learning Customized Instructional Image Editor from Few-Shot Examples ICCV 2025
OPI-DRO-HEL at at SemEval-2025 Task 11: Few-shot prompting for Text-based Emotion Recognition SEMEVAL 2025
Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition ICCV 2025
VQCounter: Designing Visual Prompt Queue for Accurate Open-World Counting IJCAI 2025
Few-Shot Pattern Detection via Template Matching and Regression ICCV 2025
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks NAACL 2025