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Accuracy by benchmark

Each benchmark measures a different set of questions.

Ling 3.0 Flash · Low reasoningLing 3.0 Flash · High reasoning
mmpisa

Accuracy · 0–100%

The same models, in other languages

Follow a column to see how a model’s accuracy changes with language.

The same models, in other languages
LanguageLing 3.0 FlashLow reasoningLing 3.0 FlashHigh reasoning
FrenchThis language96.0%92.0%
Albanian96.0%92.0%
Chinese92.0%92.0%
Czech92.0%88.0%
English96.0%96.0%
German92.0%92.0%
Japanese96.0%88.0%
Kazakh36.0%32.0%
Korean88.0%92.0%
Russian92.0%92.0%
Serbian32.0%44.0%
Slovak92.0%88.0%
Spanish88.0%96.0%
Swedish84.0%96.0%

French · Accuracy is the percentage of correct answers. Each available benchmark has equal weight in the overall score.

The numbers, with the working attached.

Tests, prompts, settings and model responses live on the release pages.

View published releases