| # External benchmark adapters |
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| The repository does not redistribute third-party benchmark images, metadata, |
| or evaluation implementations. Pin an upstream commit for every reported |
| result and record that commit in the release notes. |
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| ## MME-CoF |
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| `scripts/eval_mme_cof.sh` implements the five-aspect VLM evaluation used by |
| the current experiment code. It requires a JSON array whose records contain |
| at least `id`, `user_prompt`, and `task_name`. |
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| Before release, reconcile the local experiment metadata with the paper: |
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| - paper description: 59 samples; |
| - current local `samples_origin.json`: 55 samples. |
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| Do not label either version canonical until this difference is resolved. |
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| ## RULER-Bench |
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| `scripts/eval_ruler_bench.sh` prepares one directory per seed and task. It |
| does not run or vendor the upstream evaluator. After preparation, invoke the |
| pinned upstream evaluator according to that repository's documented input |
| contract. |
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| Using separate seed directories prevents the previous adapter from silently |
| overwriting multiple seeds with the same target filename. |
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| ## V-ReasonBench |
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| `scripts/eval_v_reasonbench.sh` converts generated video names to the format |
| consumed by the upstream evaluator. It does not vendor the upstream code. |
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| Before release, reconcile the local experiment metadata with the paper: |
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| - paper description: 327 samples across 12 categories; |
| - current local metadata: 328 samples across 13 categories. |
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| The old local evaluator also ran only `block_slide`; it must not be presented |
| as a complete V-ReasonBench evaluation. |
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