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Ahead of AI (Sebastian Raschka)·Tutorial·34d ago·by Sebastian Raschka, PhD·~1 min read

A Visual Guide to Attention Variants in Modern LLMs

A Visual Guide to Attention Variants in Modern LLMs From MHA and GQA to MLA, sparse attention, and hybrid architectures I had originally planned to write about DeepSeek V4. Since it still hasn’t been released, I used the time to work on something that had been on my list for a while, namely, collecting, organizing, and refining the different LLM architectures I have covered over the past few years. So, over the last two weeks, I turned that effort into an LLM architecture gallery (with 45 entries at the time of this writing), which combines material from earlier articles with several important architectures I had not documented yet. Each entry comes with a visual model card, and I plan to keep the gallery updated regularly. You can find the gallery here: https://sebastianraschka.com/llm-architecture-gallery/ After I shared the initial version, a few…

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