DeepSeek-R1, an open-source language model, rivals OpenAI's top models in reasoning benchmarks while costing significantly less. This model utilizes a "thinking" approach, breaking down pro…
DeepSeek-R1, an open-source language model, rivals OpenAI's top models in reasoning benchmarks while costing significantly less. This model utilizes a "thinking" approach, breaking down problems and self-correcting, unlike traditional models. DeepSeek achieved this through Reinforcement Learning, allowing the model to learn reasoning strategies without extensive human feedback.
The model was initially trained through trial and error, then refined with a small dataset and further RL to improve output quality and align with human preferences. DeepSeek also demonstrated that knowledge can be distilled into smaller models, achieving impressive results. This breakthrough democratizes AI, enabling developers to access high-level reasoning capabilities at a fraction of the cost.