DataLearner 标志

Gemini 3.8 FlashvsGemini 3.7 Flash

在 35 个同模式 benchmark 中,Gemini 3.8 Flash 整体领先:Gemini 3.8 Flash 领先 24 项,Gemini 3.7 Flash 领先 11 项,持平 0 项,平均分差 +1.14。另有 2 项测试模式不同,仅供参考。

Google DeepMind
Gemini 3.8 Flash

Google DeepMind · 2026-09-02 · 多模态大模型

Google DeepMind
Gemini 3.7 Flash

Google DeepMind · 2026-08-13 · 多模态大模型

Gemini 3.8 Flash24 项(69%)(31%)11 项Gemini 3.7 Flash

评测分数

按能力类目分组,每组内按分差大小排列;共 35 项。

仓库修复与多文件工程

Gemini 3.7 Flash 领先 2/3
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
DeepSWE73.839 / 101Thinking High (With Tools)65.2744 / 101Thinking High (With Tools)+8.56
APEX-SWE36.3049 / 73Thinking High (With Tools)4233 / 73Thinking High (With Tools)-5.70
FrontierSWE v219.6316 / 22Max (With Tools)20.2615 / 22Max (With Tools)-0.63

数学

Gemini 3.7 Flash 领先 3/3
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
FrontierMath Tier 4 v221.9547 / 71Thinking High (With Tools)36.5931 / 71Thinking High (With Tools)-14.63
ProofBench v1.1 (Lean 4)4820 / 29Thinking High (With Tools)5813 / 29Thinking High (With Tools)-10
FrontierMath v268.4226 / 114Thinking High (With Tools)71.5823 / 114Thinking High (With Tools)-3.16

生物与基因

Gemini 3.8 Flash 领先 3/3
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
BioMysteryBench (Human-difficult)56.501 / 2Thinking Medium (With Tools + Internet)43.502 / 2Thinking Medium (With Tools + Internet)+13
LABBench286.202 / 3Thinking Medium (With Tools + Internet)82.103 / 3Thinking Medium (With Tools + Internet)+4.10
BioMysteryBench (Human-solvable)88.801 / 2Thinking Medium (With Tools + Internet)87.102 / 2Thinking Medium (With Tools + Internet)+1.70

临床工作与医疗决策

胶着 2/2
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
MedCode48.1323 / 66Thinking High (With Tools)53.397 / 66Thinking High (With Tools)-5.26
MedScribe84.5023 / 68Thinking High (With Tools)83.9427 / 68Thinking High (With Tools)+0.56

客服与业务流程

胶着 2/2
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
SAGE35.0649 / 65Thinking High (With Tools)49.2316 / 65Thinking High (With Tools)-14.17
τ³-Banking45.8014 / 168Thinking Medium (With Tools)35.5046 / 168Thinking Medium (With Tools)+10.30

文档与图表理解

胶着 2/2
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
GDP.pdf22.8028 / 124Thinking Medium (No Tools)341 / 124Thinking Medium (No Tools)-11.20
CharXiv RQ86.208 / 23Thinking Medium (No Tools)84.5014 / 23Thinking Medium (No Tools)+1.70

法律

Gemini 3.8 Flash 领先 2/2
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
Legal Research Bench38.9423 / 46Thinking High (With Tools)34.6231 / 46Thinking High (With Tools)+4.32
Harvey's Legal Agent Benchmark1013 / 50Thinking High (With Tools)8.7515 / 50Thinking High (With Tools)+1.25

科学计算与科研编程

胶着 2/2
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
Terminal-Bench-Science 0.112.4010 / 18High Thinking (With Tools)5.7016 / 18High Thinking (With Tools)+6.70
SciCode55.1039 / 135Thinking Medium (No Tools)59.805 / 135Thinking Medium (No Tools)-4.70

自主开发与终端任务

Gemini 3.8 Flash 领先 2/2
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
Terminal-Bench 4.019.7045 / 105Thinking High (With Tools)13.6056 / 105Thinking High (With Tools)+6.10
Terminal-Bench 2.189.404 / 63Thinking (With Tools)85.8017 / 63Thinking (With Tools)+3.60

跨能力聚合指数

Gemini 3.8 Flash 领先 2/2
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
Vals Index v2.154.8314 / 37Thinking High (With Tools)51.2723 / 37Thinking High (With Tools)+3.56
Vals Index62.2510 / 42Thinking High (With Tools)59.3116 / 42Thinking High (With Tools)+2.94

金融

Gemini 3.8 Flash 领先 2/2
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
Tax Agent Bench66.779 / 21Thinking High (With Tools)57.6620 / 21Thinking High (With Tools)+9.11
EMB (Excel Modeling)72.208 / 46Thinking High (With Tools)71.3311 / 46Thinking High (With Tools)+0.87

写作与创意表达

Gemini 3.8 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
Creative Writing1,74826 / 112Normal (No Tools)1,72328 / 112Normal (No Tools)+24.70

图像感知与视觉推理

Gemini 3.8 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
MMMU-Pro85.604 / 231Thinking High (No Tools)85.505 / 231Thinking High (No Tools)+0.10

抽象归纳与泛化

Gemini 3.8 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
ARC-AGI-198.501 / 226Thinking High (No Tools)95.5032 / 226Thinking High (No Tools)+3

视频理解

Gemini 3.8 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
LVBench87.103 / 5Thinking Medium (No Tools)85.404 / 5Thinking Medium (No Tools)+1.70

科学知识与推理

Gemini 3.8 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
CritPt18.3045 / 204Thinking High (No Tools)14.3061 / 204Thinking High (No Tools)+4

程序生成与编辑

Gemini 3.8 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
Vibe Code Bench v1.178.6521 / 66Thinking High (With Tools)70.3930 / 66Thinking High (With Tools)+8.26

算法与竞赛编程

Gemini 3.7 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
IOI (Vals v2)56.9415 / 30Thinking High (With Tools)67.8312 / 30Thinking High (With Tools)-10.89

维护、优化与工程管理

Gemini 3.8 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
Code Migration36.5528 / 48Thinking High (With Tools)34.8030 / 48Thinking High (With Tools)+1.75

综合知识考试

Gemini 3.8 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
HLE-Verified54.901 / 6Thinking Medium (No Tools)53.604 / 6Thinking Medium (No Tools)+1.30

跨能力综合测试

Gemini 3.7 Flash 领先 1/1
评测项Gemini 3.8 FlashGemini 3.7 Flash分差
LiveBench75.8336 / 157Thinking High (No Tools)78.8318 / 157Thinking High (No Tools)-3

测试模式不同的成绩

共 2 项。两款模型的公开成绩来自不同测试模式,分数不直接可比,不计入胜负和平均分差。

评测项Gemini 3.8 FlashGemini 3.7 Flash
OSWorld 2.059Thinking (With Tools)47.90Thinking Medium (With Tools)
Finance Agent v261.40Thinking (With Tools)59.04Thinking High (With Tools)

规格对比

字段Gemini 3.8 FlashGemini 3.7 Flash
发布机构Google DeepMindGoogle DeepMind
发布时间2026-09-022026-08-13
模型类型多模态大模型多模态大模型
架构稠密模型稠密模型
参数规模暂无数据暂无数据
上下文长度1M1M
最大输出64K64K

API 调用价格

价格优先使用 DataLearner 配置的 API 记录;缺失项不做推测。

价格项Gemini 3.8 FlashGemini 3.7 Flash
文本输入$0.75 / 1M tokens$0.75 / 1M tokens
文本输出$3.75 / 1M tokens$3.75 / 1M tokens
缓存读取$0.075 / 1M tokens$0.075 / 1M tokens

小结

  • Gemini 3.8 Flash在以下类目领先:生物与基因 (3/3)、法律 (2/2)、自主开发与终端任务 (2/2)、跨能力聚合指数 (2/2)、金融 (2/2)、写作与创意表达 (1/1)、图像感知与视觉推理 (1/1)、抽象归纳与泛化 (1/1)、视频理解 (1/1)、科学知识与推理 (1/1)、程序生成与编辑 (1/1)、维护、优化与工程管理 (1/1)、综合知识考试 (1/1)
  • Gemini 3.7 Flash在以下类目领先:仓库修复与多文件工程 (2/3)、数学 (3/3)、算法与竞赛编程 (1/1)、跨能力综合测试 (1/1)
  • 胶着类目:临床工作与医疗决策、客服与业务流程、文档与图表理解、科学计算与科研编程

35 个同模式 benchmark 上,Gemini 3.8 Flash 平均高出 1.14 分。

单项差距最大的 benchmark:Creative Writing — Gemini 3.8 Flash 1,748,Gemini 3.7 Flash 1,723(分差 +24.70)。

本页正文由结构化模型、价格与 benchmark 数据生成,不使用实时 LLM 撰写。