TheSequence

TheSequence

The Sequence #706: Tiny, Long, and Quantized: A Deep Dive into Gemma 3 270M

How Google built one of the most impressive small AI models ever created.

Aug 20, 2025
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Created Using GPT-5

Small models is a trend that regularly captures the imagination of the AI community. How much intelligence can be capture in a few billion parameters might determine the speed at which industries like robotics evolve over the next few years. Last week, we had a great example of the possiblities of small models with the release of Gemma 3 270M by Google DeepMind.

Google’s Gemma 3 270M is a small language model that prioritizes deployability and specialization over brute‑force capability.

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