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September 24, 2025Open Access

MOON: Generative MLLM-based Multimodal Representation Learning for E-commerce Product Understanding

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Generative model improves product representation in e-commerce, utilizing multimodal techniques and zero-shot capabilities.

MOON significantly enhances product understanding through generative multimodal large language models.
Our model achieved competitive zero-shot performance in various tasks, indicating strong generalization abilities.
The unique Mixture-of-Experts module helps focus on aspect-specific product features while reducing noise.
The introduction of a large-scale multimodal benchmark accelerates evaluation across diverse product understanding tasks.

Zhang et al. (2025) studied this question.

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September 24, 2025Open Access

View Full Paper

Ask AI

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Authors

Generative model improves product representation in e-commerce, utilizing multimodal techniques and zero-shot capabilities.

MOON significantly enhances product understanding through generative multimodal large language models.
Our model achieved competitive zero-shot performance in various tasks, indicating strong generalization abilities.
The unique Mixture-of-Experts module helps focus on aspect-specific product features while reducing noise.
The introduction of a large-scale multimodal benchmark accelerates evaluation across diverse product understanding tasks.

Zhang et al. (2025) studied this question.

View Full Paper

Ask AI

Bookmark