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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

CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025
Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context AAAI 2025
Overview of the ClinIQLink 2025 Shared Task on Medical Question-Answering ACL 2025
Overview of the ArchEHR-QA 2025 Shared Task on Grounded Question Answering from Electronic Health Records ACL 2025
LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025
LIMICS at ArchEHR-QA 2025: Prompting LLMs Beats Fine-Tuned Embeddings ACL 2025
REPA: Russian Error Types Annotation for Evaluating Text Generation and Judgment Capabilities ACL 2025
Empowering Persuasion Detection in Slavic Texts through Two-Stage Generative Reasoning ACL 2025
Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research ACL 2025
Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025
Bridging the LLM Accessibility Divide? Performance, Fairness, and Cost of Closed versus Open LLMs for Automated Essay Scoring ACL 2025
sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting ACL 2025
Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning ACL 2025
Adaptive Linguistic Prompting (ALP) Enhances Phishing Webpage Detection in Multimodal Large Language Models ACL 2025
Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025
Saama Technologies at SemEval-2025 Task 8: Few-shot prompting with LLM-generated examples for question answering on tabular data ACL 2025
Howard University-AI4PC at SemEval-2025 Task 8: DeepTabCoder - Code-based Retrieval and In-context Learning for Question-Answering over Tabular Data ACL 2025
Empaths at SemEval-2025 Task 11: Retrieval-Augmented Approach to Perceived Emotions Prediction ACL 2025
HiTZ-Ixa at SemEval-2025 Task 1: Multimodal Idiomatic Language Understanding ACL 2025
Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data ACL 2025
Implicit Hate Target Span Detection in Zero- and Few-Shot Settings with Selective Sub-Billion Parameter Models ACL 2025
Can Prompting LLMs Unlock Hate Speech Detection across Languages? A Zero-shot and Few-shot Study ACL 2025
Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model ACL 2025
3D Prior Is All You Need: Cross-Task Few-shot 2D Gaze Estimation CVPR 2025