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Challenge rankings

Leaderboard

Rankings are ordered by score, so lower is better. If two teams tie on score, the faster tokenizer wins.

Current standings

Check out how this is evaluated here.

Updated 18 Oct 2026, 05:56 UTC

Standings from the latest nightly evaluation on the hidden test set. Lower score is better.
RankTeamScore ↓Fertility<UNK> rateSpeed VocabularySubmission
1Malagasy1.88021.8800.00%7.63M chars/s10,000Malagasy
2Dekel DataSphere1.89221.8920.00%6.57M chars/s10,000Dekel_datasphere
3ethio-rica1.92711.9270.00%6.54M chars/s10,000ethio-rica
4Maick Dane Nkou1.92751.9270.00%7.49M chars/s10,000maick-dane-nkou
5mk_team1.93371.9340.00%6.56M chars/s10,000mk_team
6epic2.16762.0950.06%7.86M chars/s10,000epic