GPT-5.5vsGemini 3.1 Pro Preview

在 11 个共同 benchmark 中,GPT-5.5 整体领先:GPT-5.5 领先 7 项,Gemini 3.1 Pro Preview 领先 3 项,持平 1 项,平均分差 +6.36。

OpenAI
GPT-5.5

OpenAI · 2026-04-23 · 推理大模型

Google Deep Mind
Gemini 3.1 Pro Preview

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

GPT-5.57 (64%)持平1(27%)3 Gemini 3.1 Pro Preview

评测分数

按能力类目分组,每组内按分差大小排列;共 11 项。

General Knowledge

GPT-5.5 领先 2/4
评测项GPT-5.5Gemini 3.1 Pro Preview分差
ARC-AGI-2851 / 59Thinking High (No Tools)77.107 / 59Thinking High (No Tools)+7.90
HLE52.2013 / 157Thinking High (With Tools)51.4015 / 157Thinking High (With Tools)+0.80
GPQA Diamond93.606 / 178Thinking High (No Tools)94.303 / 178Thinking High (No Tools)-0.70
ARC-AGI-302 / 6Thinking High (No Tools)03 / 6Thinking High (No Tools)持平

AI Agent - Tool Usage

GPT-5.5 领先 2/2
评测项GPT-5.5Gemini 3.1 Pro Preview分差
Terminal Bench 2.082.701 / 46Thinking High (With Tools)68.508 / 46Thinking High (With Tools)+14.20
TerminalBench 2.183.403 / 13Thinking High (With Tools)70.707 / 13Thinking High (With Tools)+12.70

Math and Reasoning

GPT-5.5 领先 2/2
评测项GPT-5.5Gemini 3.1 Pro Preview分差
FrontierMath - Tier 435.407 / 80Thinking High (With Tools)16.7020 / 80Normal (No Tools)+18.70
FrontierMath51.702 / 60Thinking High (With Tools)36.9011 / 60Thinking High (No Tools)+14.80

Agent Level Benchmark

Gemini 3.1 Pro Preview 领先 1/1
评测项GPT-5.5Gemini 3.1 Pro Preview分差
τ²-Bench - Telecom985 / 35Thinking High (With Tools)99.301 / 35Thinking High (With Tools)-1.30

AI Agent - Information Search

Gemini 3.1 Pro Preview 领先 1/1
评测项GPT-5.5Gemini 3.1 Pro Preview分差
BrowseComp84.405 / 45Thinking High (With Tools + Internet)85.903 / 45Thinking High (With Tools + Internet)-1.50

Coding and Software Engineer

GPT-5.5 领先 1/1
评测项GPT-5.5Gemini 3.1 Pro Preview分差
SWE-Bench Pro - Public58.607 / 43Thinking High (With Tools)54.2023 / 43Thinking High (With Tools)+4.40

规格对比

字段GPT-5.5Gemini 3.1 Pro Preview
发布机构OpenAIGoogle Deep Mind
发布时间2026-04-232026-02-20
模型类型推理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1000K1M
最大输出128K32K

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GPT-5.5Gemini 3.1 Pro Preview
文本输入$0.5 / 1M tokens$2 / 1M tokens
文本输出$30 / 1M tokens$12 / 1M tokens
缓存读取$0.5 / 1M tokens暂无公开价格
缓存写入$6.25 / 1M tokens暂无公开价格

小结

  • GPT-5.5在以下类目领先:General Knowledge (2/4)、AI Agent - Tool Usage (2/2)、Math and Reasoning (2/2)、Coding and Software Engineer (1/1)
  • Gemini 3.1 Pro Preview在以下类目领先:Agent Level Benchmark (1/1)、AI Agent - Information Search (1/1)

11 个共同 benchmark 上,GPT-5.5 平均高出 6.36 分。

单项差距最大的 benchmark:FrontierMath - Tier 4 — GPT-5.5 35.40,Gemini 3.1 Pro Preview 16.70(分差 +18.70)。

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。