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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

Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models ACL 2025
P-CoT: A Pedagogically-motivated Participatory Chain-of-Thought Prompting for Phonological Reasoning in LLMs ACL 2025
CSIRO LT at SemEval-2025 Task 8: Answering Questions over Tabular Data using LLMs ACL 2025
Emotion Train at SemEval-2025 Task 11: Comparing Generative and Discriminative Models in Emotion Recognition ACL 2025
Evaluation of Large Language Models on Arabic Punctuation Prediction COLING 2025
Selective Shot Learning for Code Explanation ACL 2025
SPICA: Retrieving Scenarios for Pluralistic In-Context Alignment ACL 2025
CUNI-a at ArchEHR-QA 2025: Do we need Giant LLMs for Clinical QA? ACL 2025
Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance EMNLP 2025
Molecular String Representation Preferences in Pretrained LLMs: A Comparative Study in Zero- & Few-Shot Molecular Property Prediction EMNLP 2025
Self-Harmonized Chain of Thought NAACL 2025
Improving Data Annotation for Low-Resource Relation Extraction with Logical Rule-Augmented Collaborative Language Models NAACL 2025
Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025
From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning NAACL 2025
Show and Segment: Universal Medical Image Segmentation via In-Context Learning CVPR 2025
Mixtures of In-Context Learners ACL 2025
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 2025
Mitigating Non-Representative Prototypes and Representation Bias in Few-Shot Continual Relation Extraction ACL 2025
Cross-Document Event-Keyed Summarization ACL 2025
Detecting Sockpuppetry on Wikipedia Using Meta-Learning ACL 2025
P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts ACL 2025
Dialect Normalization using Large Language Models and Morphological Rules ACL 2025
TriLLaMa at CQs-Gen 2025: A Two-Stage LLM-Based System for Critical Question Generation ACL 2025
LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025
VERO: Verification and Zero-Shot Feedback Acquisition for Few-Shot Multimodal Aspect-Level Sentiment Classification AAAI 2025