See key specs and per-benchmark scores for each model/mode. Scroll horizontally for all columns. 当前对比 2 个模型的评测数据与核心参数。
Claude Sonnet 4.5
Anthropic
Each axis is a category average, normalized to a 100-point radar.
Relative edge: AI Agent - 工具使用 +2.3 / Relative gap: 数学推理 -15.8
Relative edge: 数学推理 +15.8 / Relative gap: AI Agent - 工具使用 -2.3
Method: for each model and benchmark, the chart first averages all scores in the current mode scope instead of taking the best score, then averages those benchmark scores within each category. Only benchmarks with at least two selected models scored are included; missing values are not counted as zero.
Best overall
GPT-5.1 · 57.60
Best single
Claude Sonnet 4.5 · AIME2025 100.00
Modality coverage
Claude Sonnet 4.5 · 2 modalities
Head to head
17
Benchmarks
5
Wins
12
Losses
-5.71
Average diff
Compare benchmark results across thinking modes and tool usage.
Data sourced primarily from official releases (GitHub, Hugging Face, papers), then benchmark leaderboards, then third-party evaluators. Learn about our data methodology
Complete scores for each model/mode across selected benchmarks.
17 benchmarks with comparable scores. Each model shows its best score; mode label is displayed below.
| Benchmark | Claude Sonnet 4.5 | GPT-5.1 |
|---|---|---|
ARC-AGI 综合评估 | 63.70Thinking Enabled | 72.80Thinking Level · High |
ARC-AGI-2 综合评估 | 13.60Thinking Enabled | 17.60Thinking Level · High |
GPQA Diamond 综合评估 | 83.40Thinking Enabled | 88.10Thinking Enabled |
HLE 综合评估 | 33.60Thinking Enabled ｜ Tools | 42.70Thinking Level · High ｜ Tools |
LiveBench 综合评估 | 68.1964K | 72.04Thinking Level · High |
SWE-Bench Pro - Public 编程与软件工程 | 43.60Thinking Enabled | 50.80Thinking Level · High |
SWE-bench Verified 编程与软件工程 | 77.20Thinking Enabled ｜ Tools | 76.30Thinking Level · High |
AIME2025 数学推理 | 100.00Thinking Enabled ｜ Tools | 94.00Thinking Level · High |
FrontierMath 数学推理 | 5.20Standard Mode | 26.70Thinking Level · High ｜ Tools |
4.2032K | 12.50Thinking Level · High ｜ Tools | |
MCP-Atlas AI Agent - 工具使用 | 59.50Thinking Enabled ｜ Tools | 50.10Thinking Level · High ｜ Tools |
Terminal Bench 2.0 AI Agent - 工具使用 | 42.80Thinking Enabled ｜ Tools | 47.60Thinking Level · High ｜ Tools |
MMMU 多模态理解 | 77.80Thinking Enabled | 85.40Thinking Level · High |
Simple Bench 常识推理 | 54.30Standard Mode | 53.20Thinking Level · High |
Terminal Bench Hard Agent能力评测 | 33.00Thinking Enabled ｜ Tools | 43.00Thinking Level · High ｜ Tools |
τ²-Bench - Telecom Agent能力评测 | 98.00Thinking Enabled ｜ Tools | 95.60Thinking Level · High ｜ Tools |
BrowseComp AI Agent - 信息收集 | 24.10Thinking Enabled ｜ Tools | 50.80Thinking Level · High |
Side-by-side input/output token pricing
Licensing, MoE architecture, and multi-modality support.
| Features & specs | Claude Sonnet 4.5Anthropic | GPT-5.1OpenAI |
|---|---|---|
Core specsRelease | 2025-09-30 | 2025-11-12 |
Context length | 1000K | 400K |
Max output | 65536 | 131072 |
MoE | No | No |
Supported modes | 常规模式（Non-Thinking Mode）思考模式（Thinking Mode）深度思考（Deeper Thinking Mode） | 常规模式（Non-Thinking Mode）思考模式（Thinking Mode） |
LicenseCode Open Source | Not provided | Not provided |
Weights Open Source | Not provided | Not provided |
Commercial use | 不开源 | 不开源 |
Modality supportText Input/Output | / | / |
Image Input/Output | / | / |
ResourcesPaper / report | Introducing Claude Sonnet 4.5 | GPT-5.1: A smarter, more conversational ChatGPT |
DataLearner blog | 全球最强编程大模型升级：Anthropic发布Claude Sonnet 4.5！同时还有一波重磅工具更新：Claude Code支持保存状态等 | OpenAI发布GPT-5.1：围绕“对话体验、一致性、任务适配性”进行的系统化优化的小幅更新！ |
GPT-5.1
OpenAI
