Kvark Sparkle Release - MMLU-Pro Stratified980: leaderboard

Official KvarkSparkle1.0release,MMLU-Pro Stratified980,nativeaccuracypercent. BothmodelsFP8weights,thinkingon,64ktokencap,sameprompts,temp1,top_p0.95,top_k20. Exactitem/seedcohorts retained;not fullLCBv6 orfullMMLUPro. Pairedbootstrapintervals,medianreasoningtokens,latency andcaphits are diagnosticcolumns,not scores. Sparkle isdistincttrainedmerge;FP8artifactlink verified.

Metric: Score (%). Source: huggingface.co. Saturation forecast: Rough model projection: around 2026. 2 models tracked.

Top models

#ModelScoreOverall rank
1Qwen3.8-27B (FP8) (Thinking)84
2Kvark-Sparkle-1.0-27B-FP8 (Thinking)83.3

Interactive version: theaggregate.ai/benchmark?slug=kvark-sparkle-release-mmlu-pro-stratified980 · How It Works · Data refreshed daily, snapshot 2026-11-12.