Visual Document Retrieval on ViDoRe V1+V2 (test) benchmark leaderboard · SOTA2 Research

Visual Document Retrieval on ViDoRe V1+V2 (test)

93.8ArXiv NDCG@5Sauerkraut-8b

Evaluation Results

Method	Links
Sauerkraut-8b2026.06		93.8	64.7	94.5	90.4	98.6	96.5	96.8	99.3	92.2	84	64.9	58.4	70.8	57.6	91.1	62.9	83
Nemotron-colembed-8b-v22026.06		93.1	68.1	94.6	93.3	100	97.9	98.9	99.6	97.7	83.4	67	59	73.2	60.4	92.7	64.9	84.7
Argus-9B2026.06		92.3	68.1	94.3	93.6	99.6	97.3	98.9	99.6	97.5	85.5	66.2	67.6	79.1	63.8	92.7	69.2	86
Nemotron-colembed-4b-v22026.06		92	67.4	93.3	92.3	99.3	96.2	98	98.5	98.1	81.2	64	62.4	71.4	57.7	91.6	63.9	83.7
Sauerkraut-4b2026.06		91.8	67	94.2	90.5	99.6	96.5	96.2	100	89.5	82.7	60	58.8	69.2	56	90.8	61	82.3
Ops-Colqwen3-4B2026.06		91.8	66.5	94	90.8	99.6	97.3	98	99.6	93.6	82.4	64.9	65.6	78.6	61.9	91.4	67.8	84.6
Argus-4B2026.06		91	67.7	94.6	94.7	99.6	97.9	97.8	99.6	95.3	84.8	64.4	62.2	69.9	59.8	92.3	64.1	84.2
Argus-2B2026.06		90.3	67.5	95	91.3	99.6	97.3	97.3	99.3	93.4	84	65	59.9	69.4	51.9	91.5	61.5	82.9
ColQwen2.52026.06		88.9	63.6	92.5	87.9	99.6	96.1	95.8	98	90.8	82.1	59.2	58.3	66.4	53.3	89.5	59.3	80.9
Nemotron-colembed-3b-v12026.06		88.4	66.2	94.9	90.7	99.6	96.6	97.8	99.3	95.9	80.6	64.3	58.6	75.4	55.9	91	63.5	83.2
ColNomic-7b2026.06		88.3	60.1	92.2	89.3	98.8	96.3	95.9	99.3	96	81.1	63.4	54.8	68.7	56.2	89.7	60.8	81.5
ColNomic-3b2026.06		88.1	61.3	92.8	90.1	96.3	97.4	96.6	98.3	94.4	83.2	62.5	49.2	57	53.3	89.9	55.5	80
ColQwen2 v1.02026.06		88	61.5	92.5	89.9	99	95.9	95.5	98.8	89	82.2	56.3	52.5	60.4	50.6	89.2	55	79.4
ColPali v1.32026.06		83.3	58.4	85.5	77.3	97.4	94.6	96.1	97.4	86.7	70.8	54.6	54.9	58.5	48.6	84.8	54.2	76
ColSmol-500M2026.06		74.9	58	87.2	66.8	98.4	94.6	94.7	98	74.7	77.5	44.9	40.4	52.4	36.4	82.5	43.5	71.4