Kimi K3.1 Pro Tech Blog - HLE-Full w/ tools: 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 2030. 6 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5.5 (Max)67.7#4 (Claude Opus 5.5)
2Claude Fable 5.1 (Max)65.6#9 (Claude Fable 5.1)
3GLM-5.3 (Max)62.5#37 (GLM-5.3)
4DeepSeek V4.1 Flash (1017) (Max)58.8#25 (DeepSeek V4.1 Flash (1017))
5GPT-6 Astra (Max)57.2#6 (GPT-6 Astra)

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-hle-full-w-tools · How It Works · Data refreshed daily, snapshot 2026-10-24.