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DeepSeek open-sourced DeepSeek-R1, an LLM [fine-tuned](http://123.60.173.133000) with support learning (RL) to enhance thinking ability. DeepSeek-R1 attains results on par with [OpenAI's](http://8.140.200.2363000) o1 model on a number of criteria, including MATH-500 and SWE-bench.
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DeepSeek-R1 is based upon DeepSeek-V3, a mix of [experts](https://somo.global) (MoE) design recently open-sourced by DeepSeek. This base design is [fine-tuned](https://git.mtapi.io) using Group Relative Policy [Optimization](https://pantalassicoembalagens.com.br) (GRPO), a reasoning-oriented variant of RL. The research team likewise performed understanding distillation from DeepSeek-R1 to open-source Qwen and Llama designs and [released](http://wiki-tb-service.com) several versions of each
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