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Visual Document Retrieval on ViDoRe-Econ union scope

57.2NDCG@5ColQwen 2.5
31.30438.02744.7551.473Feb 13, 2026

Evaluation results

MethodLinks
ColQwen 2.5Retrieval Strategy=1stage base, Token Hygiene=true, QPS=0.332026.0257.255.130.843.287.3
ColQwen 2.5Retrieval Strategy=2stage Gauss., Token Hygiene=true, QPS=1.252026.0257.255.230.943.382.1
ColPali v1.3Retrieval Strategy=1stage base, Token Hygiene=true, QPS=0.312026.0248.84924.440.185.5
ColPali v1.3Retrieval Strategy=2stage Conv1d, Token Hygiene=true, QPS=1.392026.0248.648.924.340.183.4
ColSmol 500MRetrieval Strategy=3stage casc., Token Hygiene=true, QPS=0.882026.0233.23317.326.668.8
ColSmol 500MRetrieval Strategy=2stage tiles, Token Hygiene=true, QPS=1.542026.0232.932.517.126.163.6
ColSmol 500MRetrieval Strategy=1stage base, Token Hygiene=true, QPS=0.522026.0232.332.716.526.869.2