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Preview of Make It Say No: three validation layers, measured in both directions

Make It Say No: three validation layers, measured in both directions

MIS 752 Lab 10. Three validation layers around one model call, audited in both error directions. Layer 2 was judged by model:qwen2.5:3b-instruct. data/ holds the fixtures (identifier-shaped tokens masked), the per-layer audit, the layer-2 scores, the threshold sweep, the end-to-end chain trace and…

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