Gemini 4 Carbon Leads MathArena but Raises AI Model Cost Questions

Gemini 4 Carbon and Fable 5.2 displaced GPT-6.1 Sol from the MathArena lead, but the source highlights higher costs and a 15-times price gap.

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TL;DR——三句话

  • Gemini 4 Carbon and Fable 5.2 moved ahead of GPT-6.1 Sol on the MathArena benchmark. (S1)
  • Gemini 4 Carbon reportedly cost 15 times more than GPT-6.1 Sol. (S1)
  • Benchmark scores, absolute run costs, and the complete testing configuration were not disclosed. (S1)

摘自 key_takeaways （真实字段，最多 3 条）。事实与分析分别标注。

Gemini 4 Carbon Leads MathArena but Raises AI Model Cost QuestionsEditorial cover for a component sourcing brief. Factory motif; headline "Gemini 4 Carbon Leads MathArena but Raises AI Model Cost Questions". Reported key numbers: 15 times more. 1 cited source. Static cover (no animation).Gemini 4 Carbon Leads MathArena butRaises AI Model Cost QuestionsREPORTED KEY NUMBERS15 times more1 sourceXAIPART
Cover image generated from data already shown on this page: the category motif, the headline, and reported key numbers. No decorative illustration; no third-party image.

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AI 摘要可能遗漏了其结论的依据。原始预测、受影响料号及所有引用均在本页，均可追溯至来源。

XAIPART 预测

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受影响的料号

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Reported by The Decoder on . Summarized and analyzed by XAIPART Editorial.

What happened

Google's Gemini 4 Carbon and Anthropic's Fable 5.2 moved ahead of GPT-6.1 Sol on the MathArena AI mathematics benchmark, ending the recent run of leadership by an OpenAI model.S1 The source identifies both challengers as carrying higher costs than the model they displaced.S1

Gemini 4 Carbon reportedly cost 15 times more than GPT-6.1 Sol.S1 During testing, Gemini ignored the imposed time limit and almost never abandoned a task.S1 The source did not disclose the benchmark scores, absolute cost per run, testing configuration, number of attempts, or whether the reported behavior affected the final ranking.S1

Key numbers
MetricReported valueSource
Gemini 4 Carbon cost relative to GPT-6.1 Sol15 times moreS1
MathArena scoresNot disclosedS1
Absolute cost per benchmark runNot disclosedS1

Background timeline

  1. - The Decoder reported that Gemini 4 Carbon and Fable 5.2 had moved ahead of GPT-6.1 Sol on MathArena, with Gemini 4 Carbon carrying a reported cost of 15 times more than GPT-6.1 Sol.S1

XAIPART take

Technical impact

The result suggests that benchmark leadership can reward persistence on difficult mathematical tasks rather than simply completing them within a fixed time budget.S1 XAIPART analysis Engineers evaluating reasoning models should therefore distinguish raw answer accuracy from behavior under strict completion limits, because a system that continues beyond the test window may be unsuitable for latency-constrained production workflows. XAIPART analysis

Market impact

The reported 15-times cost multiple creates a material trade-off between benchmark leadership and affordable inference, although the source does not provide enough pricing detail to calculate cost per solved task. XAIPART analysis Procurement teams should request comparable workload pricing and success-rate data before treating a higher-ranked model as the better commercial choice. XAIPART analysis

Action

Engineers should rerun representative mathematical and design calculations under both strict latency limits and unrestricted completion budgets. XAIPART analysis Buyers should obtain cost-per-successful-task figures, rate limits, and failure data for Gemini 4 Carbon, Fable 5.2, and GPT-6.1 Sol before committing workloads or negotiating supply commitments. XAIPART analysis

XAIPART Forecast

XAIPART analysis Within 9 months, XAIPART expects Gemini 4 Carbon's MathArena cost per successful task to fall below 5 times GPT-6.1 Sol's cost; if it remains at or above 15 times, this forecast is wrong. XAIPART analysis This expectation reflects the possibility that efficiency improvements or pricing changes narrow the gap, but no such adjustment was disclosed in the source. XAIPART analysis

Facts are as reported by the cited source. The design-in, sourcing and forward-looking statements above are XAIPART's analysis, not the source's claims. The report is a single-source account, and benchmark scores, absolute pricing, test settings, and the cost of Fable 5.2 were not disclosed.

Corrections: none at publication. This brief will be updated with a timestamp if the source corrects its report.

替代料与生命周期

已收录的替代料——仅为目录范围，不代表市场排名
料号关系生命周期依据
— 暂无收录替代料 待补充数据 — 需 match_type 后才可显示任何前代标签

“前代”和“替代”标签仅来自已记录的匹配类型、生命周期状态或来源文本。没有记录匹配时，不显示任何标签。我们自己的商品列表不构成市场参考。

关注要点

可证伪预测——阈值、时间窗口和当前状态。被推翻的预测仍保留可见。
论断阈值发布方状态
Within 9 months, XAIPART expects Gemini 4 Carbon's MathArena cost per successful task to fall below 5 times GPT-6.1 Sol's cost it remains at or above 15 times within 9 months Pending

被证明错误的预测仍保留可见并加以标注。我们不会删除它们。

受影响的料号

目录中无匹配。 此事件未映射到 XAIPART 当前上架的任何料号。我们不推断匹配，也不显示占位列表。

各维度成本压力

Source: FRED · Generated · reference output z and composite are algorithm outputs, not a fetch snapshot

Cost pressure by dimension — composite stateDiverging bars for three dimensions around a zero midpoint. Input Cost has no reading; Supply Demand z 0.0276, neutral; Fx Energy z -0.0364, neutral. Composite index -0.1, band neutral.0投入成本no reading供需z +0.0276 · neutral46 d汇率与能源z −0.0364 · neutral5 dcomposite −0.1 · neutral−100 · −40 · −15 · 0 · +15 · +40 · +100
Underlying values — copyable for verification.
DimensionFRED series IDUnitLagAs of
投入成本PCOPPUSDM, PALUMUSDM, PNICKUSDMUSD/mt52 d
供需PCU334413334413, IPG3344Sindex(1982=100) / index(2017=100)46 d
汇率与能源DEXCHUS, DCOILBRENTEU, DHHNGSPrate / USD/bbl / USD/MMBtu5 d

No free authoritative interface for: gold · silver · rare earth · polysilicon · lithium carbonate · market share — listed rather than approximated.

本文如何生成

过程证据——抓取、来源可靠性检查、模型与校验
本简报的审计记录
Source fetched The Decoder · the-decoder.com · 856 chars · fetch status success
Source sanity (S1) ok — passed before any model call (no s1_ block recorded)
Model / prompt MiniMax-M3.1-Flash · prompt Blog Agent - News Summary (v2.8-final) · 6,618 tokens · 17.4s · run completed
Gate verdict pass · 6/6 applicable checks passed · spec v2.9 · C10 ratio 0.132316 · C10 rounds 0
Time contract 2 <time datetime> values in this brief — 0 violations (+08:00 or date-only)

上述每一行均由流水线生成，而非人工撰写。

编辑评分

确定性校验结果——纯 PHP 实现，判定过程不涉及模型
校验评分明细 6 项适用检查， 6项通过： 100 %. No hold items or mandatory failures. Gate spec: v2.9 (S0 + S1 + C1–C20) · Source affinity (C20): 0.3725. 适用检查已通过 6 / 6 = 100% · 判定： pass No hold items or mandatory failures Gate spec: v2.9 (S0 + S1 + C1–C20) · Source affinity (C20): 0.3725 是否发布由校验决定。独立审计评分仅供参考。

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来源

  1. Gemini 4 Carbon takes the MathArena crown but costs 15 times more than GPT-6.1 Sol — https://the-decoder.com/gemini-4-carbon-takes-the-matharena-crown-but-costs-15-times-more-than-gpt-6-1-sol/ · rss · 访问于

事实标注为 S1/S2，并可追溯至所链接的来源。标注为 分析 的内容是 XAIPART 自身的推理，与报道的事实分开呈现。来源链接会被访问核实，而非 nofollow ——署名是有意为之。