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Visual Document Retrieval on ViDoRe-Bio union scope

0.575NDCG@5ColQwen 2.5
0.362840.417920.4730.52808Feb 13, 2026

Evaluation results

MethodLinks
ColQwen 2.5Retrieval Strategy=1stage base, Token Hygiene=true, QPS=0.322026.020.5750.6120.6050.7180.88
ColQwen 2.5Retrieval Strategy=2stage Gauss., Token Hygiene=true, QPS=1.282026.020.5740.6110.6050.7160.865
ColPali v1.3Retrieval Strategy=1stage base, Token Hygiene=true, QPS=0.272026.020.5660.6010.6110.7130.911
ColPali v1.3Retrieval Strategy=2stage Conv1d, Token Hygiene=true, QPS=1.372026.020.5660.6010.610.7120.902
ColSmol 500MRetrieval Strategy=1stage base, Token Hygiene=true, QPS=0.502026.020.390.420.4310.5190.778
ColSmol 500MRetrieval Strategy=2stage tiles, Token Hygiene=true, QPS=1.502026.020.3810.4060.4130.490.677
ColSmol 500MRetrieval Strategy=3stage casc., Token Hygiene=true, QPS=0.882026.020.3710.3970.3990.4770.655