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Visual Question Answering on UniPercept-Bench-VQA IAA 1.0 (test)

80Comprehension Score

UniPercept

Updated 3d ago

Evaluation Results

Method	Links
UniPercept 2025.12		80	77.54	69.7	80.56	79.26	80.95	67.53	69.77	63.71	92.2	81.88	75.32	86.67	84.62	76.55
Gemini-2.5-pro 2025.12		71.79	68.45	61.59	76.85	67.41	63.81	61.84	37.21	45.98	78.72	73.91	67.72	84.67	84.62	66.44
InternVL3-78B 2025.12		71.79	73.26	61.21	73.15	74.81	74.29	53.25	37.21	45.14	85.82	81.16	72.15	86	75.64	68.28
Claude-Sonnet-4.5-Think 2025.12		71.28	69.52	61.21	68.52	62.22	66.67	53.25	41.86	44.57	75.89	77.54	67.09	86	66.67	64.73
Claude-Sonnet-4.5 2025.12		70.26	70.05	62.2	71.3	64.44	67.62	50	46.51	46.84	77.3	76.09	65.19	86	69.23	65.45
ArtiMuse 2025.12		67.69	68.45	64.85	74.07	71.85	64.76	61.04	32.56	39.14	88.65	76.81	72.78	85.33	79.49	66.31
LLaVA-OneVision-1.5-Instruct-8B 2025.12		67.18	68.62	61.21	62.96	67.41	62.86	53.25	20.93	34.86	85.21	79.71	65.82	83.33	69.23	62.6
GLM-4.5-V-106BA12B 2025.12		67.18	65.78	60.98	75	64.44	68.57	51.32	46.51	45.4	71.63	78.26	65.82	84.67	70.51	64.46
QwenVL-2.5-Instruct-7B 2025.12		67.18	70.74	56.36	66.67	68.89	63.81	48.05	37.21	38.86	76.76	75.36	67.09	87.33	71.79	63.19
InternVL3-8B 2025.12		65.64	67.55	59.39	67.59	69.63	62.86	50.65	25.58	36	81.69	73.91	67.72	86	71.79	62.6
GPT-4o 2025.12		64.62	59.57	57.58	60.19	65.19	67.62	51.95	30.23	38.86	78.17	72.46	62.66	72.67	70.51	60.04
Llama-4-Scout 2025.12		62.56	68.45	59.76	61.11	57.78	70.48	48.68	32.56	43.97	70.92	69.57	61.39	77.33	70.51	60.91
InternVL3.5-38B 2025.12		37.44	40.11	27.88	39.81	34.81	38.1	45.45	6.98	34	47.52	26.09	28.48	37.33	50	35.67
InternVL3.5-8B 2025.12		32.31	29.41	30.3	26.85	28.89	26.67	23.38	9.3	17.14	41.13	26.81	19.62	36	58.97	28.18
QwenVL-3-Instruct-8B 2025.12		31.28	32.09	32.12	37.04	34.07	22.86	37.66	25.58	35.43	14.89	17.39	34.81	28.67	73.08	31.92
Random Guess 2025.12		23.08	27.27	21.95	29.63	25.93	22.86	23.68	32.56	24.14	21.28	30.43	25.32	24	29.49	25.17
QwenVL-3-Instruct-32B 2025.12		23.08	26.74	32.12	26.85	32.59	20.95	33.77	20.93	33.43	9.22	13.77	31.01	18.67	66.67	27.39
QwenVL-2.5-Instruct-72B 2025.12		22.05	24.6	25.45	29.63	30.37	18.1	19.48	6.98	14	19.86	17.39	24.05	41.33	51.28	23.74