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GlyphNet’s own results support this: their best CNN (VGG16 fine-tuned on rendered glyphs) achieved 63-67% accuracy on domain-level binary classification. Learned features do not dramatically outperform structural similarity for glyph comparison, and they introduce model versioning concerns and training corpus dependencies. For a dataset intended to feed into security policy, determinism and auditability matter more than marginal accuracy gains.，更多细节参见夫子
What makes this particularly significant is Google's market position. Despite the rise of alternative AI search tools, Google still processes billions of searches daily and serves as the primary discovery mechanism for most internet users. When Google integrates AI-generated answers into its core search experience, it's not experimenting with a niche feature—it's fundamentally changing how the world's most popular search engine works.