DeepSeek-R1 (DeepSeek 2024年)（ディープシークアールワン）
2024年DeepSeek (China)発表DeepSeek-R1・Industry-leading RL-based reasoning LLM + Industry-leading DeepSeek-R1-Zero pure RL + Industry-leading MIT License open-source + Industry-leading China reasoning LLM challenger to OpenAI o1。
概要
DeepSeek-R1 は、2024年DeepSeek (China)発表DeepSeek-R1・Industry-leading RL-based reasoning LLM 2024年 + Industry-leading China reasoning LLM challenger to OpenAI o1 position確立。DeepSeek-R1 specifications = Industry-leading RL-based reasoning LLM (Industry-leading DeepSeek-R1 China 2024 + Industry-leading RL-based + Industry-leading DeepSeek flagship) + Industry-leading DeepSeek-R1-Zero pure RL + Industry-leading MIT License open-source + Industry-leading China reasoning LLM challenger to OpenAI o1。
主な特徴・仕組み
- Org: Industry-leading DeepSeek (Founded 2023 China Liang Wenfeng High-Flyer Capital quant fund)
- Model: Industry-leading DeepSeek-R1 reasoning LLM 2024
- Year: 2024年 (DeepSeek-R1-Preview 2024年11月 + DeepSeek-R1 full 2025年1月)
- Method Type: Industry-leading RL-based reasoning LLM
- R1-Zero Pure RL: Industry-leading DeepSeek-R1-Zero pure RL signature (no SFT)
- R1 Cold-Start SFT: Industry-leading R1 cold-start SFT + RL signature
- GRPO: Industry-leading GRPO Group Relative Policy Optimization signature
- MIT License: Industry-leading MIT License open-source signature
- Variants: Industry-leading DeepSeek-R1-Zero + DeepSeek-R1 + R1 Distill 1.5B-70B
- Benchmark: Industry-leading 79% AIME + 97% MATH + 71% GPQA Diamond competitive with o1
- China Challenger: Industry-leading China reasoning LLM challenger to OpenAI o1
- Industry-Leading: Industry-leading DeepSeek RL-based open reasoning LLM China challenger 2024
スペック比較表
| LLM Reasoning (2024) | Year | Org | Method | Industry Position |
|---|---|---|---|---|
| DeepSeek-R1 | 2024 | DeepSeek China | RL-based reasoning | Industry-leading DeepSeek open reasoning |
| OpenAI o1 | 2024 | OpenAI | Test-time compute + CoT | Industry-leading OpenAI reasoning founder |
| QwQ Preview | 2024 | Alibaba | Qwen reasoning preview | Industry-leading Alibaba reasoning |
| Gemini 2.0 Flash Thinking | 2024 | Google DeepMind | Thinking mode | Industry-leading Google reasoning |
| Marco-o1 | 2024 | Alibaba | Open o1-like reasoning | Industry-leading Alibaba open reasoning |
具体例・対応製品
- DeepSeek-R1 (2024年, DeepSeek China): Industry-leading China RL-based open reasoning
- Industry-leading DeepSeek-R1-Zero pure RL (no SFT): Industry-leading R1-Zero pure RL
- Industry-leading R1 cold-start SFT + RL signature: Industry-leading R1 cold-start SFT+RL
- Industry-leading GRPO Group Relative Policy Optimization: Industry-leading GRPO
- Industry-leading MIT License open-source: Industry-leading MIT License
- 競合 OpenAI o1 + QwQ Preview + Gemini 2.0 Flash Thinking + Marco-o1: Industry-leading reasoning LLM competitors
選び方・注意点
DeepSeek-R1 は「Industry-leading RL-based + R1-Zero pure RL」「Industry-leading MIT License open + China challenger to o1」用途のIndustry-leading 2024年 DeepSeek China product。Industry-leading RL-based (Industry-leading RL-based reasoning LLM + Industry-leading DeepSeek-R1 RL-based signature + Industry-leading reinforcement learning reasoning) で Industry-leading RL-based + Industry-leading DeepSeek-R1 + Industry-leading RL reasoning。Industry-leading R1-Zero pure RL (Industry-leading DeepSeek-R1-Zero pure RL no SFT signature + Industry-leading DeepSeek pure RL signature + Industry-leading pure RL reasoning emergence) で Industry-leading R1-Zero pure RL + Industry-leading DeepSeek + Industry-leading pure RL emergence。Industry-leading R1 cold-start (Industry-leading R1 cold-start SFT + RL signature + Industry-leading DeepSeek R1 cold-start signature + Industry-leading SFT bootstrap + RL refinement) で Industry-leading R1 cold-start + Industry-leading DeepSeek R1 + Industry-leading SFT+RL bootstrap+refinement。Industry-leading GRPO (Industry-leading GRPO Group Relative Policy Optimization + Industry-leading DeepSeek GRPO signature + Industry-leading PPO alternative) で Industry-leading GRPO + Industry-leading DeepSeek + Industry-leading PPO alternative。Industry-leading China challenger (Industry-leading China reasoning LLM challenger to OpenAI o1 + Industry-leading DeepSeek 2023 Liang Wenfeng High-Flyer Capital quant fund + Industry-leading MIT License open-source + Industry-leading 79% AIME + 97% MATH + 71% GPQA Diamond competitive with o1 + Industry-leading 2024年11月 R1-Preview + 2025年1月 R1 full + Industry-leading R1 Distill 1.5B-70B variants) で Industry-leading China challenger + Industry-leading DeepSeek 2023 Liang Wenfeng + Industry-leading MIT License + Industry-leading 79%+97%+71% competitive with o1 + Industry-leading 2024年11月+2025年1月 + Industry-leading R1 Distill 1.5B-70B。但しIndustry-leading OpenAI o1 + QwQ Preview + Gemini 2.0 Flash Thinking + Marco-o1 competition で Industry-leading 4-reasoning LLM competitors vs DeepSeek-R1 + Industry-leading RL-based reasoning LLM + DeepSeek-R1-Zero pure RL no SFT + R1 cold-start SFT + RL + GRPO Group Relative Policy Optimization + MIT License open-source + DeepSeek-R1-Zero + DeepSeek-R1 + R1 Distill 1.5B-70B variants + 79% AIME + 97% MATH + 71% GPQA Diamond + DeepSeek 2023 China Liang Wenfeng High-Flyer Capital 2024年11月 unique advantage adoption alignment必須。
関連用語との違い
- vs OpenAI o1 (US 2024): DeepSeek-R1はopen-source MIT China RL-based + R1-Zero pure RL・OpenAI o1はproprietary US test-time compute + hidden CoT
- vs QwQ Preview (Alibaba 2024): DeepSeek-R1はDeepSeek RL-based + GRPO + R1 Distill・QwQ PreviewはAlibaba Qwen reasoning preview
- vs Marco-o1 (Alibaba 2024): DeepSeek-R1はDeepSeek RL-based + R1-Zero pure RL・Marco-o1はAlibaba MCTS + o1-like Marco
よくある質問（FAQ）
Q1: DeepSeek-R1 vs OpenAI o1 違いは？ A: DeepSeek-R1 (Industry-leading RL-based reasoning LLM + DeepSeek-R1-Zero pure RL no SFT + R1 cold-start SFT + RL + GRPO + MIT License open-source + R1 Distill 1.5B-70B variants + 79% AIME + 97% MATH + 71% GPQA Diamond + DeepSeek 2023 China Liang Wenfeng High-Flyer Capital quant fund 2024年11月) vs OpenAI o1 (Industry-leading test-time compute scaling + chain-of-thought reasoning native + hidden CoT + o1-preview/mini/o1/o1 Pro variants + 89% Codeforces + 83% AIME + 78% GPQA Diamond + PhD-level + Altman+Brockman+Sutskever OpenAI 2015 San Francisco 2024年9月+12月)・Industry-leading RL-based + R1-Zero pure RL + GRPO + MIT open + China + Liang Wenfeng + 2024年11月 = DeepSeek-R1 + Industry-leading test-time compute + hidden CoT + o1 family + PhD-level + OpenAI + Altman+Brockman+Sutskever + 2024年9月+12月 = o1 preference judgment (open China RL vs proprietary US compute differ)。
Q2: Industry-leading R1-Zero pure RL + GRPO value は？ A: Industry-leading R1-Zero + GRPO (Industry-leading DeepSeek-R1-Zero pure RL no SFT + Industry-leading GRPO Group Relative Policy Optimization + Industry-leading DeepSeek dual signature)。
Q3: Industry-leading MIT License + R1 Distill 1.5B-70B value は？ A: Industry-leading MIT + R1 Distill (Industry-leading MIT License open-source + Industry-leading R1 Distill 1.5B-70B variants + Industry-leading DeepSeek open ecosystem foundation)。
まとめ
DeepSeek-R1 = 2024年DeepSeek China発表のRL-based reasoning LLM China challenger to OpenAI o1。Industry-leading RL-based reasoning LLM + Industry-leading DeepSeek-R1-Zero pure RL no SFT + Industry-leading R1 cold-start SFT + RL + Industry-leading GRPO Group Relative Policy Optimization + Industry-leading MIT License open-source + Industry-leading DeepSeek-R1-Zero + DeepSeek-R1 + R1 Distill 1.5B-70B variants + Industry-leading 79% AIME + 97% MATH + 71% GPQA Diamond competitive with o1 + Industry-leading DeepSeek 2023 China Liang Wenfeng High-Flyer Capital quant fund + Industry-leading 2024年11月 R1-Preview + 2025年1月 R1 full release + Industry-leading DeepSeek RL-based open reasoning LLM China challenger 2024 position確立。