Visual Question Answering on UniPercept-Bench-VQA IAA 1.0 (test) benchmark leaderboard · SOTA2 Research

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

80Comprehension ScoreUniPercept

Evaluation Results

Method	Links
UniPercept2025.12		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-pro2025.12		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
InternVL3-78B2025.12		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-Think2025.12		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-4.52025.12		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
ArtiMuse2025.12		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-8B2025.12		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-106BA12B2025.12		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-7B2025.12		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
InternVL3-8B2025.12		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-4o2025.12		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-Scout2025.12		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
InternVL3.5-38B2025.12		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
InternVL3.5-8B2025.12		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-8B2025.12		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 Guess2025.12		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-32B2025.12		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-72B2025.12		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