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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Let’s Play Across Cultures: A Large Multilingual, Multicultural Benchmark for Assessing Language Models’ Understanding of Sports EMNLP 2025
GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning EMNLP 2025
Benchmarking Large Language Models for Cryptanalysis and Side-Channel Vulnerabilities EMNLP 2025
3D Prior Is All You Need: Cross-Task Few-shot 2D Gaze Estimation CVPR 2025
Bridging Molecular Graphs and Large Language Models AAAI 2025
Towards Robust Few-Shot Relation Classification: Incorporating Relation Description with Agreement EMNLP 2025
What data should I include in my POS tagging training set? EMNLP 2025
Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning AAAI 2025
InstaJudge: Aligning Judgment Bias of LLM-as-Judge with Humans in Industry Applications EMNLP 2025
Taming the Real-world Complexities in CPT E/M Coding with Large Language Models EMNLP 2025
Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025
FontAnimate: High Quality Few-shot Font Generation via Animating Font Transfer Process ICCV 2025
ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) AAAI 2025
OPI-DRO-HEL at at SemEval-2025 Task 11: Few-shot prompting for Text-based Emotion Recognition ACL 2025
SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object Detection CVPR 2025
Evolutionary Large Language Model for Automated Feature Transformation AAAI 2025
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025
Is this Chatbot Trying to Sell Something? Towards Oversight of Chatbot Sales Tactics EMNLP 2025
Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025
Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns AAAI 2025
HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025
Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization CVPR 2025
UNICL-SAM: Uncertainty-Driven In-Context Segmentation with Part Prototype Discovery CVPR 2025
Adversity-aware Few-shot Named Entity Recognition via Augmentation Learning AAAI 2025
PICASSO: A Feed-Forward Framework for Parametric Inference of CAD Sketches via Rendering Self-Supervision WACV 2025