03 Dec 2025
M3DR, developed by CognitiveLab, presents a framework for universal multilingual multimodal document retrieval across 22 diverse languages, achieving a 152% relative improvement in cross-lingual retrieval (NDCG@5) over baselines and maintaining strong English performance through synthetic data generation and efficient VLM-based models.
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