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BAGEL: interleaved multimodal pretraining with shared-attention transformer experts

Combined two modality-specific transformer experts and distinct visual encoders with shared self-attention, training on curated interleaved text/image/video/web data and releasing a unified understanding/generation system.

What is recorded here?

Combined two modality-specific transformer experts and distinct visual encoders with shared self-attention, training on curated interleaved text/image/video/web data and releasing a unified understanding/generation system.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Explicitly inherits Qwen2.5, rectified flow, modality-expert and integrated-transformer predecessors. Acquisition is the concrete integrated system/data protocol, not invention of all multimodal experts. Qualitative navigation/3D editing is not validated physical simulation or general autonomy.

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People and systems

Chaorui Deng; Deyao Zhu; Kunchang Li; Chenhui Gou; Feng Li; Zeyu Wang; Shu Zhong; Weihao Yu; Xiaonan Nie; Ziang Song; Guang Shi; Haoqi Fan

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

BAGEL: interleaved multimodal pretraining with shared-attention transformer experts

Combined two modality-specific transformer experts and distinct visual encoders with shared self-attention, training on curated interleaved text/image/video/web data and releasing a unified understanding/generation system.

Scientific scope

Explicitly inherits Qwen2.5, rectified flow, modality-expert and integrated-transformer predecessors. Acquisition is the concrete integrated system/data protocol, not invention of all multimodal experts. Qualitative navigation/3D editing is not validated physical simulation or general autonomy.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Chaorui Deng; Deyao Zhu; Kunchang Li; Chenhui Gou; Feng Li; Zeyu Wang; Shu Zhong; Weihao Yu; Xiaonan Nie; Ziang Song; Guang Shi; Haoqi Fan

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources