Kimi K3.1 Pro Tech Blog - PerceptionBench: 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 September 2027. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-6 Astra (Max) | 77.6 | #6 (GPT-6 Astra) |
| 2 | Claude Opus 5.5 (Max) | 72.1 | #4 (Claude Opus 5.5) |
| 3 | Claude Fable 5.1 (Max) | 63 | #9 (Claude Fable 5.1) |
| 4 | DeepSeek V4.1 Flash (1017) (Max) | 47.7 | #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-perceptionbench · How It Works · Data refreshed daily, snapshot 2026-10-24.