These cuts to physics research will be a disaster for UK scientists – and for our standing in the world | Jon Butterworth

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The NHS appears to have begun scrutinising the agreement with the provider as costs spiralled because of the number of claims.

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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.