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Gemma 4 12B: The Encoder-Free Model Explained Sep 22, 2026 · 2:27 Gemma 4 12B is an encoder-free model that processes audio and image inputs directly, bypassing the need for large, dedicated encoders like the Conformer or vision Transformers. This significantly improves efficiency and reduces time-to-first-token.

Google Developers

Gemma 4 12B: The Encoder-Free Model Explained

Gemma 4 12B is an encoder-free model that processes audio and image inputs directly, bypassing the need for large, dedicated encoders like the Conformer or vision Transformers. This significantly improves efficiency and reduces time-to-first-token.

Read article