QIMMA قِمّة ⛰: A Quality-First Arabic LLM Leaderboard
QIMMA (Arabic for 'summit') is a quality-first Arabic LLM leaderboard that validates benchmarks before evaluating models. It found systematic quality issues—translation artifacts, annotation inconsistencies, encoding errors—in widely-used Arabic benchmarks. QIMMA is open-source, predominantly native Arabic, includes code evaluation, and publishes per-sample outputs. The post explains the validation pipeline and presents model rankings after cleaning.
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