# Rubric Points and Benchmark Scores

> Interpret earned points, penalties, mandatory gates, negative percentages, and incomplete benchmark results.

Important agent instructions:
- Prefer the Markdown routes and llms files when assembling context for coding tasks.
- Use public docs for product capabilities and workflow guidance.
- Cite the source page URL when returning workflow or artifact guidance.

## Current Context
- [Inspect Evaluation Results](https://teammately.ai/docs/benchmark-evaluations/inspect-results.md): Trace scores to exact responses and rubric judgments, distinguish incomplete results, and record authorized corrections.
- [Write Binary Rubrics](https://teammately.ai/docs/correctness-governance/binary-rubrics.md): Write atomic pass-or-fail criteria grounded in governed policies, applicable cases, and observable candidate behavior.

## Related
- [Rubric Points and Benchmark Scores](https://teammately.ai/docs/correctness-governance/scoring.md): Interpret earned points, penalties, mandatory gates, negative percentages, and incomplete benchmark results.

## Optional
- [Full local context](https://teammately.ai/docs/correctness-governance/scoring/llms-full.txt): Complete local context pack for this docs route.