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

Moonshot KimiK3.1Pro release evaluations; explicit max header, Kimi temperature1/top-p0.95 except specified overrides. Entire PDFs rendered as images, no machine-readable text; GPT Codex, all others Claude Code; retrieved reference answers online receive0. Score (%). Copied third-party comparator results are not re-ingested; source-specific harness retained.

Metric: Score (%). Source: www.kimi.com. Saturation forecast: Around September 2028. 5 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 5.1 (Max)68.6#9 (Claude Fable 5.1)
2GPT-6 Astra (Max)66.2#6 (GPT-6 Astra)
3DeepSeek V4.1 Flash (1017) (Max)62.4#25 (DeepSeek V4.1 Flash (1017))
4GLM-5.3 (Max)58.6#37 (GLM-5.3)

No result here: #4 Claude Opus 5.5, #7 GPT-6.1 Sol, #8 Gemini 4 Argon.

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