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arXiv cs.LG·

TriAdReview: Triangular Adversarial Review Architecture for Multi-Model Technical Document Generation

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In three linesTriAdReview proposes a triangular adversarial architecture with two reviewer models (engineering and security perspectives) to improve technical document generation. Across 75 experiments, the triple model achieves +10.1% over baseline (26.2 vs 23.8/50, p<0.05), with strong gains on security audit (+27.6%), code generation (+20.8%), architecture design (+15.6%), but -7.5% degradation on requirements analysis.
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