基准测试方面，在Terminal-Bench 4.0评测中，K3.1 Pro得分65.7%，超过GPT-6 Astra的58.2%，与Claude Opus 5.5的66.4%仅有微弱差距。在BenchCAD基准测试中，K3.1 Pro借助工具得分92.7%，接近Claude Opus 5.5的96.2%和GPT-6 Astra的95.9%。此外，在OfficeQA Pro v2和SpreadsheetBench v2两项金融相关基准测试中，K3.1 Pro分别得分64.4和36.3，均取得当前最优成绩。
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