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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

PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks NAACL 2025
Label Drop for Multi-Aspect Relation Modeling in Universal Information Extraction NAACL 2025
MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation NAACL 2025
Leveraging Domain Knowledge at Inference Time for LLM Translation: Retrieval versus Generation NAACL 2025
Prototype Tuning: A Meta-Learning Approach for Few-Shot Document-Level Relation Extraction with Large Language Models NAACL 2025
CoRAG: Collaborative Retrieval-Augmented Generation NAACL 2025
A Guide To Effectively Leveraging LLMs for Low-Resource Text Summarization: Data Augmentation and Semi-supervised Approaches NAACL 2025
ParaICL: Towards Parallel In-Context Learning NAACL 2025
Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot Learning IJCAI 2025
Local Prompt Optimization NAACL 2025
Enhancing the Prototype Network with Local-to-Global Optimization for Few-Shot Relation Extraction NAACL 2025
ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025
SLM-Mod: Small Language Models Surpass LLMs at Content Moderation NAACL 2025
THREAD: Thinking Deeper with Recursive Spawning NAACL 2025
Evaluating and Improving Graph to Text Generation with Large Language Models NAACL 2025
NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025
Structured Tender Entities Extraction from Complex Tables with Few-short Learning COLING 2025
Active Few-Shot Learning for Text Classification NAACL 2025
Few-Shot Natural Language to First-Order Logic Translation via Code Generation NAACL 2025
SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning CVPR 2025
Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error Correction NAACL 2025
Can Large language model analyze financial statements well? COLING 2025
Few-shot Personalized Scanpath Prediction CVPR 2025
Mutual-pairing Data Augmentation for Fewshot Continual Relation Extraction NAACL 2025
SynthDetoxM: Modern LLMs are Few-Shot Parallel Detoxification Data Annotators NAACL 2025