Papers by Daiki Ito
SCAN: Semantic Document Layout Analysis for Textual and Visual Retrieval-Augmented Generation (2026.findings-eacl)
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| Challenge: | Recent research indicates that using VLMs yields better RAG performance, but processing rich documents remains a challenge. |
| Approach: | They propose a VLM-friendly approach that enhances both textual and visual RAG systems. |
| Outcome: | The proposed approach outperforms conventional methods and commercial document processing solutions. |