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The Decoder:AI News· Matthias Bastian·· 2026-07-19AI 评分42

Kimi K3 在 Code Arena 前端基准上超越 Claude Fable 5,但复杂数学仍大幅落后

Moonshot's Kimi K3 outperforms Fable 5 in frontend code but lags far behind in complex math

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月之暗面(Moonshot)的 Kimi K3 在 Code Arena: Frontend 基准中以 1,679 分超越 Claude Fable 5(1,631 分)和 GPT-5.6 Sol(1,618 分),成为首个在该基准登顶的中国模型。

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Moonshot's AI model Kimi K3 is getting a lot of attention in the Western AI community. The big question is how close it actually gets to the best Western models. Two new data points paint a mixed picture. In the Code Arena: Frontend benchmark, which ranks models based on human preference ratings, Kimi K3 scores 1,679, beating Claude Fable 5 (1,631), GPT-5.6 Sol (1,618), and every other tested model by a wide margin. It's the first time a Chinese model has claimed the top spot on this benchmark.

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The picture looks different for hard math. According to data from Epoch AI, Kimi K3 hits only about 39 percent accuracy on FrontierMath Tier 4, the benchmark's hardest expert-level math tasks. Models from OpenAI and Anthropic score close to 90 percent there in some cases.

Kimi K3 falls well behind top Western models on complex math tasks. | Image: Epoch AI

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