With RL, DeepSeek-R1-Zero naturally emerged together with numerous powerful plus interesting reasoning actions. However, DeepSeek-R1-Zero encounters challenges such because endless repetition, bad readability, and language mixing. To address these issues and further enhance reasoning functionality, we introduce DeepSeek-R1, which incorporates cold-start data before RL. DeepSeek-R1 achieves functionality comparable to OpenAI-o1 across math, signal, and reasoning …

With RL, DeepSeek-R1-Zero naturally emerged together with numerous powerful plus interesting reasoning actions. However, DeepSeek-R1-Zero encounters challenges such because endless repetition, bad readability, and language mixing. To address these issues and further enhance reasoning functionality, we introduce DeepSeek-R1, which incorporates cold-start data before RL. DeepSeek-R1 achieves functionality comparable to OpenAI-o1 across math, signal, and reasoning …

With RL, DeepSeek-R1-Zero naturally emerged together with numerous powerful plus interesting reasoning actions. However, DeepSeek-R1-Zero encounters challenges such because endless repetition, bad readability, and language mixing. To address these issues and further enhance reasoning functionality, we introduce DeepSeek-R1, which incorporates cold-start data before RL. DeepSeek-R1 achieves functionality comparable to OpenAI-o1 across math, signal, and reasoning …

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