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Top Architect
Top Architect
Jun 13, 2026 · Artificial Intelligence

What Is an Inference Large Language Model? A Visual Guide

The article explains inference‑type large language models, how they differ from traditional models by breaking questions into reasoning steps, the shift from training‑time to test‑time compute, scaling‑law insights, validation techniques, proposal‑distribution tricks, and the detailed training pipeline of DeepSeek‑R1, while also discussing failed experiments and future directions.

DeepSeek-R1inference modelslarge language models
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What Is an Inference Large Language Model? A Visual Guide