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Preregistered attempt to build positive controls for the model-forensics protocol (Singh et al. 2026). Prompted dispositions always leaked into the CoT, redacting the motive left detection at 1.00, and the investigator still caught it from the final answer alone. Lessons for building controls that can actually test reliance on the trace.

  • Updated Oct 14, 2026
  • Python

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