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Ping Zhang

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Open access Oct 2026

A multimodal deep learning framework for automated oral English fluency assessment

The rapid growth in the number of oral English assessments, together with increasing demands for high accuracy and large-scale evaluation, has exposed the limitations of conventional manual scoring systems, which are often subjective, time-consuming, and labor-intensive. This study proposes a multimodal deep learning f...

Ping Zhang · 0 citations

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