Gemini 3.1 Pro PreviewvsGemini 3.0 Pro (Preview 11-2025)

在 12 个共同 benchmark 中,Gemini 3.1 Pro Preview 整体领先:Gemini 3.1 Pro Preview 领先 9 项,Gemini 3.0 Pro (Preview 11-2025) 领先 3 项,持平 0 项,平均分差 +8.33。

Google Deep Mind
Gemini 3.1 Pro Preview

Google Deep Mind · 2026-02-20 · 多模态大模型

Google Deep Mind
Gemini 3.0 Pro (Preview 11-2025)

Google Deep Mind · 2025-11-18 · 多模态大模型

Gemini 3.1 Pro Preview9 (75%)(25%)3 Gemini 3.0 Pro (Preview 11-2025)

评测分数

按能力类目分组,每组内按分差大小排列;共 12 项。

General Knowledge

Gemini 3.1 Pro Preview 领先 3/3
评测项Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)分差
ARC-AGI-277.107 / 59Thinking High (No Tools)45.1023 / 59+32
HLE51.4015 / 157Thinking High (With Tools)45.8031 / 157+5.60
GPQA Diamond94.303 / 178Thinking High (No Tools)93.805 / 178+0.50

Agent Level Benchmark

Gemini 3.1 Pro Preview 领先 2/2
评测项Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)分差
τ²-Bench90.802 / 40Thinking High (With Tools)85.408 / 40+5.40
τ²-Bench - Telecom99.301 / 35Thinking High (With Tools)985 / 35+1.30

Coding and Software Engineer

胶着 2/2
评测项Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)分差
SWE-bench Verified80.6010 / 108Thinking High (With Tools)76.2032 / 108+4.40
LiveCodeBench91.703 / 120Thinking High (With Tools)922 / 120-0.30

Math and Reasoning

Gemini 3.0 Pro (Preview 11-2025) 领先 2/2
评测项Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)分差
FrontierMath - Tier 416.7020 / 80Normal (No Tools)18.8016 / 80-2.10
FrontierMath36.9011 / 60Thinking High (No Tools)3810 / 60-1.10

AI Agent - Information Search

Gemini 3.1 Pro Preview 领先 1/1
评测项Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)分差
BrowseComp85.903 / 45Thinking High (With Tools + Internet)59.2031 / 45+26.70

AI Agent - Tool Usage

Gemini 3.1 Pro Preview 领先 1/1
评测项Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)分差
Terminal Bench 2.068.508 / 46Thinking High (With Tools)56.9025 / 46+11.60

Claw-style Agent Evaluation

Gemini 3.1 Pro Preview 领先 1/1
评测项Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)分差
Pinch Bench86.7010 / 37Thinking (With Tools)70.7031 / 37Thinking (With Tools)+16

规格对比

字段Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)
发布机构Google Deep MindGoogle Deep Mind
发布时间2026-02-202025-11-18
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1M1000K
最大输出32K64K

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 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)
文本输入$2 / 1M tokens暂无公开价格
文本输出$12 / 1M tokens暂无公开价格

部分模型公开价格不完整,缺失字段按"暂无公开价格"展示。

小结

  • Gemini 3.1 Pro Preview在以下类目领先:General Knowledge (3/3)、Agent Level Benchmark (2/2)、AI Agent - Information Search (1/1)、AI Agent - Tool Usage (1/1)、Claw-style Agent Evaluation (1/1)
  • Gemini 3.0 Pro (Preview 11-2025)在以下类目领先:Math and Reasoning (2/2)
  • 胶着类目:Coding and Software Engineer

12 个共同 benchmark 上,Gemini 3.1 Pro Preview 平均高出 8.33 分。

单项差距最大的 benchmark:ARC-AGI-2 — Gemini 3.1 Pro Preview 77.10,Gemini 3.0 Pro (Preview 11-2025) 45.10(分差 +32)。

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。