Gemini 4 Carbon 在 GDPx 基准上略逊 Claude，但性价比更高
Gemini 4 Carbon lags just behind Claude in benchmark, but wins in value
SemiAnalysis 发布前沿模型基准 GDPx，覆盖金融、材料科学、网络安全、软件工程、法律、生物等 206 项任务，并同时列出各模型得分与成本。9to5Google 报道称，Google 的 Gemini 4 Carbon 在榜单上略落后于 Claude，但单位成本表现更好；若剔除网络安全、生物和对齐领域，GPT-6 Astra 居首，GPT 6.1 Sol 与 Claude Sonnet 5.5 也排在 Gemini 4 Carbon 之前。Google 现有模型 Gemini 4 Argon 在两份榜单中均列第八，成本仅略低于 Carbon；Google 于 10 月 28 日发布 Gemini 4 Carbon，多数客户仍需等待上线。
推荐理由
AI 评分 60
SemiAnalysis 的 GDPx 基准同时列出分数与成本，读者可据此比较 Gemini 4 Carbon 与 Claude、GPT 的性价比差异。
主题
正文
Google’s new frontier model, Gemini 4 Carbon, brings some welcome improvements and while it doesn’t top the charts in a new benchmark, it does provide much more bang for your buck.
SemiAnalysis, an AI research and analysis firm, recently published its new frontier-level benchmark, GDPx which includes numbers for Google’s Gemini 4 Carbon model. The leaderboard includes every major frontier model from the likes of OpenAI, Anthropic, and Meta and details both the score and cost for each model.
The benchmark includes 206 tasks across finance, materials science, cybersecurity, software engineering, legal, biology, and several other domains (topics).
The report notes that taking out cybersecurity, biology, and alignment domains shuffles the results. Safety guardrails in Claude and GPT models puts GPT-6 Astra at the top of the list with GPT 6.1 Sol and Claude Sonnet 5.5 outranking Gemini 4 Carbon. SemiAnalysis says that this better aligns with their “subjective impressions” of each model.
As for Google’s existing frontier model, Gemini 4 Argon, it ranks in eighth place on both lists, beating Meta’s Muse Wonder, but below Wonder Full. Argon’s costs in this particular benchmark are only slightly lower than Carbon.
Both of Google’s models score better than OpenAI and Anthropic models when focused on cybersecurity, but do fall behind Meta’s Muse models, which the benchmark found to be the best “by a meaningful margin.”
Google announced Gemini 4 Carbon on October 28 and touted “significant gains,” but the public release date has not been confirmed just yet. It is “coming soon” for most customers. Google’s own benchmark, below, beat GPT-6 Astra and Opus 5.5 in many aspects.
More on Gemini:
Latest Gemini design comes to all Android devices, app upgrades file generation
Google adding more Connected Apps to Gemini & Search with new dev platform
Google says Gemini 4 Argon ranks well behind Claude and GPT-6 for Android coding