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  The text (prompt) is painted into a bitmap and recovered via OCR.
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  It is transformed into Qwen3 embeddings, which represent the underlying meaning of the text in a format suitable for the text encoder.
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- Compared to T5/Gemma/Qwen, the Mistral ViT model's output sequence length is considerably shorter.
 
 
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  ## Inference
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  The text (prompt) is painted into a bitmap and recovered via OCR.
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  It is transformed into Qwen3 embeddings, which represent the underlying meaning of the text in a format suitable for the text encoder.
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+ Compared to T5/Gemma/Qwen, the Mistral ViT model's output sequence length is considerably shorter. The same information is encoded more efficiently.
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+ In other literature (2601.14750, Figure3) the [safetensors](https://huggingface.co/nightknocker/flux2-klein-4b-lighting-text-encoder/blob/main/model.safetensors) file is called Visual Projection Head.
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  ## Inference
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