F8 Computation or token-level error
Arithmetic, counting or date maths went wrong.
How counterfix finds it
Judge writes one expression for the claimed result; counterfix evaluates it with a whitelist-only evaluator and compares, so the judge's own arithmetic is never trusted.
Fixes it tries
In this order (a model profile can reorder them). Each one is kept only if it passes 2 of 3 re-runs.
| Intervention | Change |
|---|---|
work_it_out |
Ask for the calculation step by step, checked, before the final answer |
When no fix verifies
- Route the calculation to a code or calculator tool