Design

Payload-free sender-only MMLU-Pro diagnostic for the point-5 visible-task
substrate. The sender is framed as a teacher answering a student’s
multiple-choice question with a natural explanation plus an isolated final
choice. The visible checker scores only the final choice letter. This removes
hidden payload instructions and receiver recovery so visible-task accuracy,
XML parsing, and answer-choice extraction can be measured before any
steganographic channel is reintroduced.

For Jean Zay, the MMLU-Pro rows are prepared in a bounded JSONL file during the
login-node bootstrap step, then read locally by the offline compute job.

The public response schema is:

<dispatch>
  <explanation>...</explanation>
  <final_choice>...</final_choice>
</dispatch>

Results

Interpretation

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