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Multimodal Understanding on VLM Evaluation Suite (Hall, MME, AI2D, RWQA, SQA, POPE, MBen, MBzh, CCB, VSR, V7W)

63.76Hall

Qwen3-VL-32B

Updated 15d ago

Evaluation Results

Method	Links
Qwen3-VL-32B 2026.05		63.76	2,501.3	87.63	75.82	96.72	89.11	87.64	86.3	78.13	88.87	90	84.4	100
F3A 2026.05		62.5	2,494.3	84.84	74.64	94.97	88.89	86.46	85.35	78.22	88.22	88.86	83.3	98.69
FastV 2026.05		62.19	2,311.4	81.51	70.07	93.18	89.46	86.07	85.37	78.45	87.4	87.9	82.16	98.8
DivPrune 2026.05		62.19	2,341	82.71	70.2	93.18	89.96	85.91	85.3	78.18	85.76	88.27	82.17	98.8
FastV 2026.05		62.19	2,311.4	81.51	70.07	93.18	89.46	86.07	85.37	78.45	87.4	87.9	82.16	98.8
DivPrune 2026.05		62.19	2,341	82.71	70.2	93.18	89.96	85.91	85.3	78.18	85.76	88.27	82.17	98.8
Qwen3-VL-30B-A3B 2026.05		61.87	2,381.7	84.55	71.11	95.13	90.2	86.74	85.79	79.01	87.15	90.06	83.16	100
Qwen3-VL-30B-A3B 2026.05		61.87	2,381.7	84.55	71.11	95.13	90.2	86.74	85.79	79.01	87.15	90.06	83.16	100
VisionZip 2026.05		61.66	2,285.6	82.74	69.93	93.79	90.31	86.46	85.56	78.31	86.82	88.1	82.37	99.05
VisionZip 2026.05		61.66	2,285.6	82.74	69.93	93.79	90.31	86.46	85.56	78.31	86.82	88.1	82.37	99.05
F3A 2026.05		61.13	2,375.2	82.48	70.46	93.33	90.3	85.95	85.95	78.55	86.42	89.48	82.41	99.09
F3A 2026.05		61.13	2,375.2	82.48	70.46	93.33	90.3	85.95	85.95	78.55	86.42	89.48	82.41	99.09
F3A 2026.05		61.03	2,355.6	82.55	73.33	92.1	88.8	84.98	84.73	77.3	86.58	87.82	81.92	97.07
VisionZip 2026.05		60.71	2,295.8	80.8	69.54	92.05	90.04	85.17	84.06	78.64	86.33	86.63	81.4	97.88
VisionZip 2026.05		60.71	2,295.8	80.8	69.54	92.05	90.04	85.17	84.06	78.64	86.33	86.63	81.4	97.88
DivPrune 2026.05		60.5	2,277.8	80.86	69.28	92.1	89.44	85.03	84.33	77.95	85.43	85.96	81.09	97.51
F3A 2026.05		60.5	2,315.2	82.19	69.93	91.79	90.02	85.7	84.82	78.27	86.25	88.96	81.84	97.88
DivPrune 2026.05		60.5	2,277.8	80.86	69.28	92.1	89.44	85.03	84.33	77.95	85.43	85.96	81.09	97.51
F3A 2026.05		60.5	2,315.2	82.19	69.93	91.79	90.02	85.7	84.82	78.27	86.25	88.96	81.84	97.88
FastV 2026.05		59.98	2,235.2	79.63	68.5	91.48	87.68	85.1	84.52	77.95	85.6	85.48	80.59	96.91
FastV 2026.05		59.98	2,235.2	79.63	68.5	91.48	87.68	85.1	84.52	77.95	85.6	85.48	80.59	96.91
CDPruner 2026.05		59.35	2,364.3	81.35	69.8	92.41	89.88	85.65	85.33	77.67	86.09	88.29	81.58	98.1
CDPruner 2026.05		59.35	2,364.3	81.35	69.8	92.41	89.88	85.65	85.33	77.67	86.09	88.29	81.58	98.1
CDPruner 2026.05		58.61	2,211.8	78.85	69.54	90.1	88.63	84.63	83.27	77.85	85.43	87.4	80.43	96.72
CDPruner 2026.05		58.61	2,211.8	78.85	69.54	90.1	88.63	84.63	83.27	77.85	85.43	87.4	80.43	96.72
F3A 2026.05		57.98	2,189.7	78.3	67.58	89.43	89.14	84.47	83.66	76.61	82.9	87.3	79.74	95.88
F3A 2026.05		57.98	2,189.7	78.3	67.58	89.43	89.14	84.47	83.66	76.61	82.9	87.3	79.74	95.88
F3A 2026.05		56.61	2,269.2	77.56	61.83	86.45	87.1	83.06	82.16	75.09	84.04	84.88	77.88	92.27
FastV 2026.05		56.51	1,997	74.32	63.53	89.79	83.32	82.51	82.26	74.95	82.24	80.12	76.95	92.54
FastV 2026.05		56.51	1,997	74.32	63.53	89.79	83.32	82.51	82.26	74.95	82.24	80.12	76.95	92.54
DivPrune 2026.05		56.4	2,143.3	78.14	65.88	88.76	86.9	82.72	82.28	77.53	82.65	81.17	78.24	94.09
DivPrune 2026.05		56.4	2,143.3	78.14	65.88	88.76	86.9	82.72	82.28	77.53	82.65	81.17	78.24	94.09
VisionZip 2026.05		55.67	1,972.6	74	67.06	87.48	87.97	82.37	80.66	75.14	82.41	82.36	77.51	93.21
VisionZip 2026.05		55.67	1,972.6	74	67.06	87.48	87.97	82.37	80.66	75.14	82.41	82.36	77.51	93.21
F3A 2026.05		54.62	2,213.9	79.57	62.61	86.81	86.3	81.16	81.82	73.88	81.25	85.16	77.32	98.18
Qwen2.5-VL-7B 2026.05		53.41	2,251	82.25	67.32	89.12	87.59	82.1	82.37	75.01	81.66	86.72	78.76	100
F3A 2026.05		53.35	2,166.5	76.85	61.05	84.76	84.56	80.52	81.94	73.51	80.7	84.12	76.14	96.67
CDPruner 2026.05		52.83	2,049.8	74.9	62.48	87.38	87.2	83.02	81.15	74.82	82.32	85.09	77.12	92.73
CDPruner 2026.05		52.83	2,049.8	74.9	62.48	87.38	87.2	83.02	81.15	74.82	82.32	85.09	77.12	92.73
F3A 2026.05		49.57	1,989	70.95	56.86	82.91	82.38	81	80.24	69.02	78.48	82.82	73.42	93.03