DataLearner 标志

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

在 15 个共同 benchmark 中,Gemini 3.1 Pro Preview 整体领先:Gemini 3.1 Pro Preview 领先 12 项,Gemini 3.0 Pro (Preview 11-2025) 领先 3 项,持平 0 项,平均分差 +7.84。

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 Preview12 (80%)(20%)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 15 项。

General Knowledge

Gemini 3.1 Pro Preview 领先 4/4
评测项Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)分差
ARC-AGI-277.109 / 62Thinking High (No Tools)45.1026 / 62+32
LiveBench79.933 / 115Thinking High (No Tools)73.3924 / 115Thinking High (No Tools)+6.54
HLE51.4022 / 172Thinking High (With Tools)45.8040 / 172+5.60
GPQA Diamond94.303 / 187Thinking High (No Tools)93.805 / 187+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 / 43Thinking High (With Tools)85.408 / 43+5.40
τ²-Bench - Telecom99.301 / 35Thinking High (With Tools)985 / 35+1.30

AI Agent - Tool Usage

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
Terminal Bench 2.068.508 / 47Thinking High (With Tools)56.9025 / 47+11.60
MCP-Atlas78.209 / 27Thinking High (With Tools)70.3015 / 27Normal (With Tools)+7.90

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 Verified80.6011 / 112Thinking High (With Tools)76.2036 / 112+4.40
LiveCodeBench91.703 / 123Thinking High (With Tools)922 / 123-0.30

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
BrowseComp85.905 / 53Thinking High (With Tools + Internet)59.2038 / 53+26.70

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

常识推理

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
Simple Bench79.602 / 63Normal (No Tools)76.405 / 63Thinking (No Tools)+3.20

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

小结

  • Gemini 3.1 Pro Preview在以下类目领先:General Knowledge (4/4)、Agent Level Benchmark (2/2)、AI Agent - Tool Usage (2/2)、AI Agent - Information Search (1/1)、Claw-style Agent Evaluation (1/1)、常识推理 (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

15 个共同 benchmark 上,Gemini 3.1 Pro Preview 平均高出 7.84 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。