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Automatic Evaluation System for News Communication Effectiveness Based on Topic Features and Deep Learning

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This framework reports an innovative evaluation of news communication using deep learning, suggesting improvements in audience response analysis.

The proposed framework significantly improves adaptability and predictive accuracy in evaluating news communication effectiveness.
NOVA and LUMIN work together to assess cognitive, emotional, and behavioral dimensions of audience response.
Experimental evaluations demonstrate that this approach outperforms traditional methods in various communication contexts.
This integrated system addresses complexity in digital media by optimizing communication strategies dynamically.

Jia Li (2025) studied this question.

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This framework reports an innovative evaluation of news communication using deep learning, suggesting improvements in audience response analysis.