Architect
Feb 27, 2025 · Artificial Intelligence
Understanding Inference Large Language Models: DeepSeek‑R1 and the Rise of Test‑Time Computation
This article explains how inference‑oriented large language models such as DeepSeek‑R1 and OpenAI o1‑mini shift AI research from training‑time scaling to test‑time computation, detailing the underlying principles, new scaling laws, verification techniques, reinforcement‑learning pipelines, and practical methods for distilling reasoning capabilities into smaller models.
DeepSeek-R1InferencePrompt Engineering
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