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ProblemMap/GlobalFixMap/Eval/eval_benchmarking.md
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# Eval Benchmarking — Protocols, Targets, and Reporting
<details>
<summary><strong>🧭 Quick Return to Map</strong></summary>
<br>
> You are in a sub-page of **Eval**.
> To reorient, go back here:
>
> - [**Eval** — model evaluation and benchmarking](./README.md)
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
>
> Think of this page as a desk within a ward.
> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
</details>
This page defines a clean, repeatable way to benchmark your pipeline and prove that a fix actually improved behavior. It uses the same WFGY instruments as everywhere else: ΔS for semantic stress, λ\_observe for stability, and E\_resonance for coherence over long windows.
## Open these first