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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
Review Open access Sep 2026

A Survey on Lightweight Deep Neural Network Architecture Design

This article points out that model selection needs to be closely integrated with the constraints of specific application scenarios, and observes that future breakthroughs may lie in exploring the lightweighting of hybrid architectures that combine convolution and Transformer.

Yong Li, Yuang Chen, Qi-Ming Liang et al. · 0 citations

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