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Accuracy by benchmark

Each benchmark measures a different set of questions.

Ling 3.0 Flash · High reasoningLing 3.0 Flash · Low 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 FlashHigh reasoningLing 3.0 FlashLow reasoning
GermanThis language92.0%92.0%
Albanian92.0%96.0%
Chinese92.0%92.0%
Czech88.0%92.0%
English96.0%96.0%
French92.0%96.0%
Japanese88.0%96.0%
Kazakh32.0%36.0%
Korean92.0%88.0%
Russian92.0%92.0%
Serbian44.0%32.0%
Slovak88.0%92.0%
Spanish96.0%88.0%
Swedish96.0%84.0%

German · 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