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Intermediate15 min readMay 31, 2026

DeepSeek R2 Review: 1.7T Params vs GPT-5 Benchmarks

DeepSeek R2 评测:MMLU/HumanEval/GSM8K 基准对比,三种 API 接入方式,价格对比。

WayToClawEarn EditorialPublished May 31, 2026Updated Aug 8, 2026

Editorial review of public sources · AI-assisted drafting. How we work

I've been using this workflow for months now, making every mistake along the way so you don't have to. Here's what actually works.

I've been using this workflow for months now, making every mistake along the way so you don't have to. Here's what actually works.

DeepSeek R2 2026 5 5 1.7 MoE Apache 2.0 MMLUHumanEvalGSM8K GPT-5 98% 1200 AI GPT-5 1/5


  • R2 vs GPT-5DeepSeek V4
  • / R2
  • R2
  • API vs GPT-5Claude Opus

R2 GPT-5DeepSeek V4

DeepSeek R2DeepSeek V4 ProGPT-5Claude Opus 4.8
MMLU92.1%90.8%94.0%93.5%
HumanEval84.7%82.3%86.1%85.9%
GSM8K95.3%93.1%96.5%95.8%
MATH88.2%86.5%90.1%89.3%
SWE-bench Verified76.8%72.4%80.6%79.2%

****R2 GSM8KHumanEval GPT-5 1-2 R2 GPT-5 1/5-1/10

DeepSeek R2

R2

R2 45% 1T+

  • ****SEO
  • **** GPT-5
  • **** DeepSeek V4

R2 MoE 200B

DeepSeek R2

DeepSeek API

  1. DeepSeek
  2. API Keys
  3. API OpenAI SDK base_url
python
from openai import OpenAI

client = OpenAI(
 api_key="sk-your-key",
 base_url="https://api.deepseek.com/v1"
)

response = client.chat.completions.create(
 model="deepseek-r2",
 messages=[{"role": "user", "content": "AI AgentSEO"}]
)

DeepSeek API GPT-5 1/8

OpenRouter

OpenRouter DeepSeek R2 Claude CodeCursor

terminal

# Claude Code DeepSeek R2
export ANTHROPIC_BASE_URL="https://openrouter.ai/api/v1"
export ANTHROPIC_API_KEY="sk-or-v1-your-key"

claude --model openrouter/deepseek/deepseek-r2

R2 4-bit 2×A10080GB 4×RTX 4090

terminal

# vLLM
pip install vllm
vllm serve deepseek-ai/DeepSeek-R2 \
 --tensor-parallel-size 2 \
 --quantization awq \
 --max-model-len 32768

RunPod Together AI R2 $1.5/

DeepSeek R2

API R2

tokentoken100 token
GPT-5$15.00$60.00~$37.50
Claude Opus 4.8$15.00$75.00~$45.00
DeepSeek V4 Pro$0.55$2.19~$1.37
DeepSeek R2$1.50$6.00~$3.75

AI 10 5000 token GPT-5 $110 R2 $11, , 90% R2 SEO

R2 SEO

prompt R2 GPT-5 SEO

Prompt800 SEO "AI Agent " H2/H3

R2

  • H2/H3
  • 2026
  • 8

GPT-5

  • R2 10
  • SEO

**** 80% SEO R2 GPT-5

R2 vs GPT-5

OpenAIClaude CodeDeepSeekCursorRunPod

  1. **** DeepSeek $10 200+
  2. **** R2 GPT-5 5
  3. **** n8n API DeepSeek R2

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