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DeepSeek
Reasoning

DeepSeek R1 Zero

deepseek/deepseek-r1-zero

4 credits / request
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DeepSeek R1 Zero is a research model trained exclusively through reinforcement learning on reasoning tasks, with no supervised fine-tuning (SFT) phase applied after pretraining. This makes it methodologically notable: it demonstrates that chain-of-thought reasoning and self-reflection behaviors can emerge from RL alone, without curated human demonstrations.

Because it bypasses SFT, R1 Zero exhibits raw RL-driven reasoning patterns that differ from standard instruction-tuned models — sometimes verbose or unusual in style, but capable of solving complex math and logic problems. It serves as the research baseline from which the SFT-refined DeepSeek R1 models derive, and is primarily of interest for studying emergent reasoning behaviors rather than production deployment.

Key Features

Reasoning capability developed entirely via reinforcement learning, no SFT

Emergent chain-of-thought and self-verification behaviors

Strong performance on mathematical and logical reasoning benchmarks

Transparent research artifact useful for studying RL-trained reasoning

Foundation architecture for the full DeepSeek R1 model family

Ideal Use Cases

1.

Research into emergent reasoning from reinforcement learning

2.

Mathematical problem solving and proof exploration

3.

Logical deduction tasks where step-by-step reasoning is required

4.

Baseline comparison for evaluating the impact of supervised fine-tuning on reasoning

Example Prompts for DeepSeek R1 Zero

Technical Specifications

ProviderDeepSeek
CategoryReasoning
ModalityText -> Text (reasoning)

Frequently Asked Questions

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