OneSystem

Comparison board

OneSystem vs Laya vs OpenJev (Verdict) on the same public intent tests — raw checkpoints and OneSystem domain fine-tunes.

Cookbook Benchmarks Raw JSON GitHub

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Read before ranking. OpenJev (Verdict) Choice queries allow at most 24 options; for 64/77/150-way tests the harness uses a sequential elimination tournament (not a single full softmax). Laya and OpenJev public packages have no documented domain fine-tune path comparable to onesystem.domain_adapt — the fine-tuned track is OneSystem-only. This board does not include hosted TypeSafe Jev (API key / waitlist). Fastino unpublished test scores are a different evaluation and are not mixed in.

Raw / zero-shot track

Released or default checkpoints. No domain fine-tune.

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Fine-tuned track

OneSystem domain checkpoints trained on each dataset’s train split only. Competitors: N/A in this harness.

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Systems under test