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National Institute of Informatics

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Multimodal Models (1)

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Fumiaki Kimino (1)Ryoma Sato Sokendai (1)

Papers (1)

Aug 26, 2026

Affiliation:Aug 26, 2026

Why Does Graph Learning Fail to Fully Benefit from a Text Teacher?

A multimodal GNN-language model fails to leverage text knowledge effectively, revealing six critical pitfalls in integration strategies.

Fumiaki Kimino, Ryoma Sato Sokendai, National Institute of Informatics

Multimodal Models