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AI Model Rankings

Rankings are derived only from eligible votes tied to completed comparisons. Empty or unavailable data stays visibly empty or unavailable.

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How the rating is calculated

Forge Atlas expands each eligible vote into pairwise ELO outcomes. A chosen winner is scored against every other completed model in that comparison. A tie records pairwise ties. Ratings start at 1200 with K=32. Preference ratings measure community preference; they are not scientific benchmark scores.