DeepSeek R1 0528 by DeepSeek is a 671B/37B-active MoE reasoning model updated via scaled reinforcement learning, with improved multi-step reasoning and open weights under MIT.
Capabilities, design details, and architectural traits
DeepSeek R1-0528 is a point release of DeepSeek R1, representing a continuation of DeepSeek's reinforcement learning scaling work on top of the DeepSeek V3 base architecture. It is a dedicated reasoning model — not a hybrid — trained to produce extended chain-of-thought outputs for complex problem-solving.
DeepSeek R1-0528 shares the same underlying architecture as DeepSeek R1 and DeepSeek V3: a 671B total parameter, 37B active parameter Mixture-of-Exports dense-attention model. It is initialized from DeepSeek V3-Base.
R1-0528 operates exclusively in thinking mode: all responses include chain-of-thought reasoning within <think> tags before the final answer. It does not support a non-thinking mode. DeepSeek V3.1 is officially documented as reaching comparable answer quality to R1-0528 while responding more quickly — positioning R1-0528 as the deeper but slower reasoning reference within the DeepSeek family at its release.
Independent evaluations · Artificial Analysis
Evaluate specifications, pricing, and independent benchmark indices
| Model Details | |||
|---|---|---|---|
| General Info | |||
| Provider | DeepSeek | Anthropic | Anthropic |
| Release Date | May 28, 2025 | July 24, 2026 | June 9, 2026 |
| Knowledge Cutoff | Mar 2025 | May 2026 | - |
| Context & Limits | |||
| Context Window | 164K | 1M Best Context Window | 1M Best Context Window |
| Pricing (per 1M tokens) | |||
| Input Pricing | $1.35 Best Input Pricing | $5 | $10 |
| Output Pricing | $3 Best Output Pricing | $25 | $50 |
| Modalities | |||
| Inputs | text | textimage | textimagefile |
| Outputs | text | text | text |
| Benchmarks (0-100) | |||
| Intelligence Index | 20.4 | 63.1 Best Intelligence Index | 62.1 |
| Coding Index | - | 78.0 Best Coding Index | 76.5 |
| Agentic Index | - | 59.2 Best Agentic Index | 56.6 |
Graduate-level reasoning and expert Q&A evaluation.
Extremely difficult logical reasoning and knowledge.
Logical reasoning over long context windows.
Independent evaluation data provided by Artificial Analysis. To view the latest benchmarks and full details, visit their official site.