Clarify evaluation metrics and add reusable MSE helper#4
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Summary
This PR improves clarity and robustness of evaluation-related utilities.
Changes
Motivation
Clear evaluation semantics and defensive checks improve reproducibility
and make the codebase easier to understand for new contributors.
Testing
No functional changes; existing tests continue to pass.