DataLearner 标志

Gemini 3.1 Pro PreviewvsClaude Opus 4.6

在 9 个共同 benchmark 中,Claude Opus 4.6 整体领先:Gemini 3.1 Pro Preview 领先 4 项,Claude Opus 4.6 领先 5 项,持平 0 项,平均分差 -44.84。

Google Deep Mind
Gemini 3.1 Pro Preview

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

Anthropic
Claude Opus 4.6

Anthropic · 2026-02-05 · 推理大模型

Gemini 3.1 Pro Preview4 (44%)(56%)5 Claude Opus 4.6

评测分数

按能力类目分组,每组内按分差大小排列;共 9 项。

Coding and Software Engineer

Claude Opus 4.6 领先 3/4
评测项Gemini 3.1 Pro PreviewClaude Opus 4.6分差
Text Arena (Coding)1,46123 / 35Normal (No Tools)1,5558 / 35Normal (No Tools)-93.86
SWE-Bench Pro - Commercial32.203 / 3Thinking (With Tools)47.101 / 3Thinking (With Tools)-14.90
GSO22.5510 / 21Normal (With Tools)33.335 / 21Normal (With Tools)-10.78
WeirdML v272.1017 / 52Normal (With Tools)65.9023 / 52Normal (With Tools)+6.20

Claw-style Agent Evaluation

胶着 2/2
评测项Gemini 3.1 Pro PreviewClaude Opus 4.6分差
PinchBench v281.019 / 45Reported best (effort unspecified)69.9026 / 45Reported best (effort unspecified)+11.11
Pinch Bench86.7011 / 38Thinking (With Tools)87.408 / 38Thinking (With Tools)-0.70

General Knowledge

Gemini 3.1 Pro Preview 领先 1/1
评测项Gemini 3.1 Pro PreviewClaude Opus 4.6分差
LiveBench77.137 / 117Thinking High (No Tools)74.5217 / 117Thinking High (No Tools)+2.61

Writing and Creative Capabilities

Claude Opus 4.6 领先 1/1
评测项Gemini 3.1 Pro PreviewClaude Opus 4.6分差
Creative Writing1,48952 / 106Normal (No Tools)1,80419 / 106Normal (No Tools)-315.20

常识推理

Gemini 3.1 Pro Preview 领先 1/1
评测项Gemini 3.1 Pro PreviewClaude Opus 4.6分差
SimpleBench79.608 / 93Normal (No Tools)67.6019 / 93Normal (No Tools)+12

规格对比

字段Gemini 3.1 Pro PreviewClaude Opus 4.6
发布机构Google Deep MindAnthropic
发布时间2026-02-202026-02-05
模型类型多模态大模型推理大模型
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 PreviewClaude Opus 4.6
文本输入$2 / 1M tokens$5 / 1M tokens
文本输出$12 / 1M tokens$25 / 1M tokens
缓存读取$0.2 / 1M tokens$0.5 / 1M tokens
缓存写入暂无公开价格$6.25 / 1M tokens

小结

  • Gemini 3.1 Pro Preview在以下类目领先:General Knowledge (1/1)、常识推理 (1/1)
  • Claude Opus 4.6在以下类目领先:Coding and Software Engineer (3/4)、Writing and Creative Capabilities (1/1)
  • 胶着类目:Claw-style Agent Evaluation

9 个共同 benchmark 上,Claude Opus 4.6 平均高出 44.84 分。

单项差距最大的 benchmark:Creative Writing — Gemini 3.1 Pro Preview 1,489,Claude Opus 4.6 1,804(分差 -315.20)。

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。