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How to recompute a published benchmark score from saved counts with Simreal ML Bench

Rebuild a reported task score from its reference counts to check the number yourself.

  • Research
  • Intermediate
  • 30 minutes
  • From the README
  • Any agent

Who it is forA research reviewer or lab analyst who has been given a reported ML Benchmark score and does not want to rely on trusting Simreal.

The problemA published agent score is hard to trust without seeing how it was produced, and reviewers need to confirm the arithmetic and provenance.

The outcomeA recomputed task score from the public scoring code, plus a check of the submission id, artifact hash, and reference snapshot hash behind the number.

What you need first

  • Python 3.11 or newer (Python 3.12 is the locally tested version)
  • A local copy of the repository from github.com/Simreal-AI/Simreal-MLBench
  • A terminal with a shell that supports the commands in the README
  • For full agent evaluation only: contact with [email protected] to get access to the Simreal evaluation service

Steps

  1. Set up the environment with python3 -m venv .venv, source .venv/bin/activate, and python -m pip install -e '.[test]'.
  2. Recompute a score from a snapshot and result pair with mleb grade examples/snapshot.json examples/result.json.
  3. Run the report verification script with python scripts/verify_report.py.
  4. Compare the submission id, artifact hash, and reference snapshot hash against the values in the reported result.
  5. Check the arithmetic against the 100 × p² rule described in SCORING.md.

Prompt for your agent

In the Simreal-MLBench repository, run `mleb grade examples/snapshot.json examples/result.json` and then `python scripts/verify_report.py`. Replace the example files with the saved reference counts for <target task> if you have them. Report the recomputed score and whether the verification script passed.

Caveat. The local example files only demonstrate the grading path; checking a real reported number needs its saved reference counts, which the README says must be recomputed from saved data.

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