# Assess trained candidates against an independent benchmark

> Measure actual trained-model behavior separately from generation checks and provider job status.

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- Use public docs for product capabilities and workflow guidance.
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## Current Context
- [Unbalanced Coverage](https://teammately.ai/docs/troubleshooting/unbalanced-coverage.md): Fix benchmarks that overrepresent easy or common cases while missing important behavior.

## Related
- [Assess trained candidates against an independent benchmark](https://teammately.ai/docs/weights-training/independent-assessment.md): Measure actual trained-model behavior separately from generation checks and provider job status.

## Optional
- [Full local context](https://teammately.ai/docs/weights-training/independent-assessment/llms-full.txt): Complete local context pack for this docs route.