Benchmark

MultiNRC (Multilingual Native Reasoning Challenge)

Measures: 1,000+ native-written reasoning questions in French, Spanish and Chinese (linguistic reasoning, wordplay and riddles, cultural and tradition reasoning, culturally grounded math), each kept only if 3 of 5 frontier models failed it; short answers graded by an LLM judge.

Maintainer
Scale AI
Introduced
2025
Status
Active
Saturation
Headroom
Typical provenance
Independent
In scoring set
Yes

PaperOfficial leaderboard

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MultiNRC (Multilingual Native Reasoning Challenge): leaderboard and what it measures · supermarket.dev