Kimi K3.1 Pro Tech Blog - MMMU-Pro: leaderboard

Moonshot KimiK3.1Pro release evaluations; explicit max header, Kimi temperature1/top-p0.95 except specified overrides. Release-source reported cohort; no effort beyond explicit max header. Multimodal: GDP.pdf/ZeroBench/ChartoGraphy five runs, others four; MMMU preserves input order with images before text. Score (%). Copied third-party comparator results are not re-ingested; source-specific harness retained.

Metric: Score (%). Source: www.kimi.com. Saturation forecast: Around January 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5.5 (Max)87.7#4 (Claude Opus 5.5)
2GPT-6 Astra (Max)86.9#6 (GPT-6 Astra)
3Claude Fable 5.1 (Max)86.3#9 (Claude Fable 5.1)
4DeepSeek V4.1 Flash (1017) (Max)80.6#25 (DeepSeek V4.1 Flash (1017))

No result here: #7 GPT-6.1 Sol, #8 Gemini 4 Argon, #10 Muse Wonder Full.

Interactive version: theaggregate.ai/benchmark?slug=kimi-k3-1-pro-tech-blog-mmmu-pro · How It Works · Data refreshed daily, snapshot 2026-10-24.