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Qi-Ming Liang

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Review Open access Oct 2026

Training datasets tailored for domain-specific large language models: challenges, methods and trends

Adapting LLMs to specialized domains critically depends on high-quality training data, making dataset construction a decisive factor in domain performance. This survey reviews methods for constructing domain-adaptation training datasets through a structured, data-centric analysis. Based on a comparative analysis of rep...

Xin-Yuan Qiu, Ke-Lan Ren, Xiao-Long Cui et al. · 0 citations

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