Visual Document Retrieval on Vidore V1 & V2

84.87Avg. AccOps-Colqwen3-4B

Evaluation results

Method
Ops-Colqwen3-4B2026.02	84.87	91.78	66.45	94.02	90.84	99.63	97.26	98.02	99.63	93.55	82.38	65.53	78.61	66.05	64.45
nemotron-colembed-vl-8b-v22026.02	84.8	93.08	68.05	94.56	93.3	100	97.89	98.89	99.63	97.74	83.37	66.16	73.15	60.56	60.76
nemotron-colembed-vl-4b-v22026.02	83.87	92.03	67.39	93.31	92.26	99.26	96.19	98.02	98.52	98.05	81.19	64.32	71.43	61.48	60.75
llama-nemotron-colembed-vl-3b-v22026.02	83.64	90.4	67.17	94.68	92	100	98.02	97.95	98.89	97.25	81.04	63.19	73.11	58.64	58.59
tomoro-colqwen3-embed-8b2026.02	83.52	91.15	66.37	94.48	87.89	99.26	96.71	97.58	99.06	94.23	80.92	65.47	75.98	60.71	59.46
EvoQwen2.5-VL-Retriever-7B-v12026.02	83.41	91.49	65.07	94.11	88.8	99.63	96.63	96.29	98.89	93.63	82.26	65.2	76.98	59.67	59.13
tomoro-colqwen3-embed-4b2026.02	83.18	90.58	66.3	94.31	87.39	99.26	96.91	97.17	99.63	94.33	79.87	65.38	74.65	62.44	56.3
llama-nemoretriever-colembed-3b-v12026.02	83.1	88.35	66.21	94.92	90.7	99.63	96.63	97.82	99.26	95.94	80.57	62.7	75.38	57.38	57.84
SauerkrautLM-ColQwen3-8b-v0.12026.02	82.91	93.8	64.69	94.51	90.41	98.65	96.52	96.79	99.26	92.18	84.04	63.26	70.77	57.85	57.98
EvoQwen2.5-VL-Retriever-3B-v12026.02	82.76	90.46	63.67	92.22	88.6	100	97.63	98.89	99.26	93.99	82	63.63	67.11	59.05	62.19