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Parity results: README.md

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@@ -99,9 +99,18 @@ Deviations from the reference, and why, are listed in the adapter's README.
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  - All 7,780 tasks across the six datasets load with Harbor's task loader and pass the adapter's static checks
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  (digest-pinned images, setup payload equal to its readable copy, rubrics only under `tests/`).
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  - With Harbor's no-op agent every dataset scores 0 and every verifier runs to completion: no free rewards.
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- - One task per dataset was run end to end with GLM-5.3 both in Harbor and in the
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- [explorer](https://huggingface.co/spaces/FineEnvs/MiMo-RL-Envs-Explorer), which runs Xiaomi's harness; the results match (see the adapter's `parity.md`).
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- A full parity study over repeated runs has not been done yet.
 
 
 
 
 
 
 
 
 
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  ## Credits
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  - All 7,780 tasks across the six datasets load with Harbor's task loader and pass the adapter's static checks
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  (digest-pinned images, setup payload equal to its readable copy, rubrics only under `tests/`).
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  - With Harbor's no-op agent every dataset scores 0 and every verifier runs to completion: no free rewards.
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+ - **Parity with Xiaomi's harness.** Following Harbor's parity procedure, the 36-task parity subset (6 per dataset)
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+ was run 3 times on each side with the same agent (OpenCode 1.18.32), model (GLM-5.3 via deepinfra, thinking low),
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+ step limits, judges and sandboxes, in Harbor and in the [explorer](https://huggingface.co/spaces/FineEnvs/MiMo-RL-Envs-Explorer), which runs Xiaomi's harness. The score ranges overlap for all six datasets. For this one:
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+ | | Mean reward (mean ± SEM, 3 runs) | Runs |
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+ |---|---:|---|
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+ | Xiaomi's harness (explorer) | 0.278 ± 0.056 | 0.333, 0.333, 0.167 |
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+ | Harbor | 0.111 ± 0.056 | 0.167, 0.167, 0.000 |
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+ Each task is all or nothing, and outcomes flip in both directions on both sides; with six tasks the gap is within noise.
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+ Full results, per-task outcomes and notes are in `parity.md` and `parity_experiment.json`.
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  ## Credits
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