HelpTroubleshootingEvaluation Errors

Evaluation Errors

Error categories, retryable vs non-retryable, and how to retry.

When an evaluator or generator model fails, PeerLM categorizes the error to help you decide what to do.

Error Categories

CategoryDescriptionRetryable?
Provider ErrorTemporary service issue on the provider sideYes
Rate LimitedToo many requests to the providerYes (wait)
TimeoutProvider took too long to respondYes
Parse ErrorResponse couldn't be parsed as expected JSONYes
Auth ErrorInvalid API key for the providerNo
Model UnavailableModel has been deprecated or is offlineNo
Context Too LongPrompt exceeds the model's max contextNo (shorten prompt)
Content FilteredBlocked by the model's safety filterNo (rephrase)
Model RefusalModel interpreted the prompt as manipulationNo (rephrase)

Retrying Evaluators

If a single evaluator model failed (e.g., timed out), you can retry just that evaluator from the run detail page. This re-runs only that evaluator's scoring and re-aggregates the results. It's faster and cheaper than retrying the entire run.

Viewing Error Details

Error details are stored in the evaluation metadata. Expand the evaluation scores section on the run detail page to see error categories and messages for any failed evaluations.