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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hang Yu

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Book Open access Aug 2026

Domain-Specific Data Synthesis for LLMs through Minimal Sufficient Representation Learning

Large Language Models have demonstrated remarkable progress in general-purpose capabilities and can achieve strong performance in specific domains through fine-tuning on domain-specific data. However, acquiring high-quality data for target domains remains a significant challenge. Existing data synthesis approaches foll...

Tong Ye, Hang Yu, Tengfei Ma et al. · 1 citation
Book Open access Aug 2026

Domain-Specific Data Synthesis for LLMs through Minimal Sufficient Representation Learning

This work proposes a novel framework, DOMINO, that learns a minimal sufficient domain representation from reference samples and leverages it to guide the generation of domain-aligned synthetic data, enabling practical and scalable domain adaptation without manual prompt design or natural language domain specifications.

Tong Ye, Hang Yu, Tengfei Ma et al. · 1 citation

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