| # MVR-Bench Leaderboard Policy
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| The public repository currently ships the MVR-Bench v1 public development split. Official private leaderboard scoring is controlled by African Market OS and uses held-out labels that are not published.
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| ## Leaderboard Status
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| Current status: `public_dev_only`
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| This means:
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| - public dev split scoring is reproducible locally
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| - private leaderboard submissions are not yet generally open
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| - published dev scores must not be presented as private leaderboard scores
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| - human-authored public-development fixtures may be shown to demonstrate the scorer and evaluation shape, but they are not blinded model executions, measured API effects, named vendor rankings, or private leaderboard results |
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| ## Metrics
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| Official leaderboard entries will include:
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| - MVR-Bench Score
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| - Reckless-GO Rate
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| - Abstention F1
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| - Dimension Attribution Accuracy
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| - Calibration Error
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| ## Authored Fixture Demonstration |
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| To make the public scorer reproducible while protecting the private answer key, African Market OS publishes three human-authored fixture submissions: |
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| | Rank | Run | MVR API used? | MVR-Bench Score | Reckless-GO Rate | Boundary |
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| | --- | --- | --- | ---: | ---: | --- |
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| | 1 | MVR Preflight Authored Fixture | no | 91.05 | 6.7% | Human-authored submission scored with `score_local.py`; not a recorded API or model run. | |
| | 2 | MVR Rubric Prompt-Only Authored Fixture | no | 73.68 | 20.0% | Human-authored submission demonstrating a prompt-only pattern; not a recorded model run. | |
| | 3 | Generic MVP-First Authored Fixture | no | 52.20 | 40.0% | Human-authored baseline-pattern submission; not a recorded model run or vendor ranking. | |
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| ## Authored Fixture Pattern |
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| The human-authored fixtures produce this scorer-demonstration pattern: |
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| ```text
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| Generic MVP-first agent baseline: 40.0% Reckless-GO Rate
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| MVR rubric prompt-only reference: 20.0% Reckless-GO Rate
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| MVR preflight authored fixture: 6.7% Reckless-GO Rate |
| ```
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| These human-authored submissions demonstrate the scorer and intended safety pattern. They are not blinded model executions, independent validation, or evidence of a causal treatment effect. |
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| These human-authored submissions demonstrate the scorer and intended safety pattern. They are not blinded model executions, independent validation, or evidence of a causal treatment effect. |
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| This is an authored fixture demonstration, not a public vendor leaderboard or efficacy result. Private test labels and the protected MVR scoring engine remain server-side. |
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| ## Inclusion Rules
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| For a run to be eligible for the official leaderboard:
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| 1. The submitter must identify the model or agent system.
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| 2. The method must state whether MVR API was called.
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| 3. The run must not use training or fine-tuning on MVR-Bench public cases.
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| 4. The run must not probe the private test set repeatedly to fit labels.
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| 5. African Market OS may require a reproducibility note before listing.
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| 6. The run must not use the public dev split as a RAG/vector memory to simulate private labels or reconstruct private scoring.
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| ## Commercial Runs
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| Commercial, private, customer-facing, investor, accelerator, NGO, or enterprise evaluation requires written authorization.
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| Contact: info@africanmarketos.com
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| ## Machine-Readable Leaderboard
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| The intended public machine-readable leaderboard path is:
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| ```text
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| https://africanmarketos.com/v1/bench/leaderboard.json
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| ```
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| Until the private leaderboard opens, that endpoint may return status metadata and the public-dev-only boundary.
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