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Image Understanding on Multimodal Suite (TextVQA, ChartQA, MMStar, MMBench, MMVet, MME, RealWorldQA, COCO)

85.76TextVQA Score

InternVL-3.5-30B-A3B-HF

Updated 3d ago

Evaluation Results

Method
InternVL-3.5-30B-A3B-HF 2025.11	85.76	84.08	62.49	83.81	69.93	2,312	64.77	69.3	-
Qwen3-VL-MoE-30B-A3B-Instruct 2025.11	83.41	85.08	59.67	86.6	69.68	2,500	66.8	80.37	-
Qwen3-VL-MoE-30B-A3B-Instruct 2025.11	83.41	85.08	59.67	86.6	69.68	2,500	66.8	80.37	100
MC-MoE 2025.11	82.51	79.37	56.48	86.12	69.37	2,438	62.01	76.82	97.09
DiEP 2025.11	82.04	80.23	57.26	85.07	68.42	2,405	60.31	75.41	96.8
MoDES 2025.11	81.82	82.48	58.61	86.17	69.95	2,493	63.92	76.55	99.22
MoDES 2025.11	81.65	82.44	58.78	86.25	67.61	2,469	64.71	75.73	99.11
NAEE 2025.11	81.2	79.41	55.39	84.18	68.61	2,348	59.67	78.09	95.61
MoDES 2025.11	80.97	78.84	58.18	85.57	67.75	2,403	64.58	74.66	-
MoDES 2025.11	80.97	78.84	58.18	85.57	67.75	2,403	64.58	74.66	97.33
k = 3 (Default) 2025.11	80.81	78.12	66.74	83.33	68.39	2,326	45.88	71.7	95.2
MoDES 2025.11	80.58	82	61.2	81.67	67.8	2,222	61.73	65.16	-
InternVL-3.5-GPT-OSS-20B-A4B-Preview-HF 2025.11	80.2	90.64	57.64	79.78	69.68	2,270	61.63	70.61	-
MC-MoE 2025.11	80.13	78.41	57.02	85.32	67.22	2,286	61.83	74.49	95.11
DiEP 2025.11	79.64	78.52	56.48	84.91	67.13	2,243	60.94	75.53	95.21
NAEE 2025.11	78.42	77.28	54.64	81.34	65.58	2,208	61.75	77.31	93.25
MoDES 2025.11	77.93	89.6	56.48	78.14	66.33	2,206	60.64	68.32	-
k = 2 (Default) 2025.11	77.54	69.6	62.38	80.5	61.33	2,060	55.56	82.77	92.03
DiEP 2025.11	77.31	86.24	48.18	74.26	58.07	2,109	60.25	62.08	-
MC-MoE 2025.11	76.49	84.53	46.25	73.68	56.83	2,137	61.07	60.42	-
MC-MoE 2025.11	74.87	71.43	50.74	75.42	61.35	2,168	60.41	68.15	-
MC-MoE 2025.11	74.87	71.43	50.74	75.42	61.35	2,168	60.41	68.15	86.66
NAEE 2025.11	73.89	82.34	44.89	71.59	54.97	2,017	63.46	59.73	-
DiEP 2025.11	73.46	70.51	53.28	73.21	58.64	2,074	63.41	62.89	-
DiEP 2025.11	73.46	70.51	53.28	73.21	58.64	2,074	63.41	62.89	85.3
NAEE 2025.11	72.41	65.83	48.88	73.62	54.52	1,984	58.62	60.37	-
NAEE 2025.11	72.41	65.83	48.88	73.62	54.52	1,984	58.62	60.37	80.6
MC-MoE 2025.11	70.41	73.49	56.14	64.38	72.41	1,972	57.49	60.12	-
DiEP 2025.11	69.37	71.84	57.21	63.19	65.32	1,838	56.38	55.78	-
InternVL-3.5-GPT-OSS-20B-A4B-Preview-HF 2025.11	68.74	79.72	45.77	67.63	48.49	1,833	53.2	60.7	-
NAEE 2025.11	66.24	68.32	50.14	64.37	49.52	1,802	55.23	50.64	-
Qwen3-VL-MoE-30B-A3B-Instruct 2025.11	60.71	52.16	31.63	54.9	28.07	1,590	52.42	45.64	-
k = 1 (Default) 2025.11	60.71	52.16	31.63	54.9	28.07	1,590	52.42	45.64	60.11
InternVL-3.5-30B-A3B-HF 2025.11	58.49	46.24	42.27	51.74	35.05	1,683	51.44	26.01	-