Kimi K3.1 Pro Tech Blog - OfficeQA Pro v2: 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 June 2028. 6 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5.5 (Max)62.2#4 (Claude Opus 5.5)
2Claude Fable 5.1 (Max)54.5#9 (Claude Fable 5.1)
3GPT-6 Astra (Max)54.4#6 (GPT-6 Astra)
4DeepSeek V4.1 Flash (1017) (Max)40.4#25 (DeepSeek V4.1 Flash (1017))
5GLM-5.3 (Max)31.1#37 (GLM-5.3)

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-officeqa-pro-v2 · How It Works · Data refreshed daily, snapshot 2026-10-24.