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Video Understanding on MVBench, EgoSchema, VMME, LVB, VMMMU

68.92MVBench Score

InternVL-3.5-30B-A3B-HF

Updated 3d ago

Evaluation Results

Method
InternVL-3.5-30B-A3B-HF 2025.11	68.92	60.49	58.07	57.64	45.11	100
MoDES 2025.11	68.65	60.79	57.63	54.49	44.33	97.03
InternVL-3.5-GPT-OSS-20B-A4B-Preview-HF 2025.11	67.65	58.79	53.93	54.65	43.79	100
MoDES 2025.11	66.6	57.95	53.59	53.68	43.13	97.89
Qwen3-VL-MoE-30B-A3B-Instruct 2025.11	64.67	62.45	54.89	55.42	47.11	100
Qwen3-VL-MoE-30B-A3B-Instruct 2025.11	64.67	62.45	54.89	55.42	47.11	100
MoDES 2025.11	64.45	62.53	54.81	55.57	51.22	99.11
MoDES 2025.11	64.42	62.39	55.15	55.5	49.89	99.22
DiEP 2025.11	63.15	59.46	53.41	55.08	48.76	96.8
MoDES 2025.11	62.98	62.04	55.26	55.5	46.56	97.33
MoDES 2025.11	62.98	62.04	55.26	55.5	46.56	97.33
DiEP 2025.11	62.78	57.86	52.38	54.62	48.16	95.21
MC-MoE 2025.11	62.61	58.73	54.22	54.13	48.54	97.09
k = 3 (Default) 2025.11	62.02	57.96	53.48	54.6	50.44	95.2
MC-MoE 2025.11	61.65	57.13	52.64	54.03	47.49	95.11
NAEE 2025.11	61.31	58.32	51.08	55.12	48.32	95.61
NAEE 2025.11	60.98	55.24	48.87	54.87	47.12	93.25
k = 2 (Default) 2025.11	60.7	53.79	50.67	54.08	46	92.03
MC-MoE 2025.11	60.06	50.28	48.37	46.68	42.89	89.91
MC-MoE 2025.11	58.97	52.31	49.72	48.31	40.06	86.2
DiEP 2025.11	57.21	53.61	50.78	46.13	34.79	85.3
DiEP 2025.11	57.21	53.61	50.78	46.13	34.79	85.3
InternVL-3.5-GPT-OSS-20B-A4B-Preview-HF 2025.11	56.95	49.4	44.04	44.28	41.66	77.58
MC-MoE 2025.11	56.6	51.84	52.51	47.22	37.41	86.66
MC-MoE 2025.11	56.6	51.84	52.51	47.22	37.41	86.66
DiEP 2025.11	56.26	51.48	48.94	47.26	38.18	83.26
NAEE 2025.11	54.78	50.25	48.69	47.42	37.27	78.88
DiEP 2025.11	54.18	49.83	49.42	47.91	42.31	90.07
NAEE 2025.11	51.25	46.21	47.83	45.48	42.08	86.79
NAEE 2025.11	50.24	49.77	44.48	45.59	35.57	80.6
NAEE 2025.11	50.24	49.77	44.48	45.59	35.57	80.6
Qwen3-VL-MoE-30B-A3B-Instruct 2025.11	41.51	32.52	39.78	42.41	12.51	60.11
k = 1 (Default) 2025.11	41.51	32.52	39.78	42.41	12.51	60.11
InternVL-3.5-30B-A3B-HF 2025.11	31.99	34.47	35.26	37.4	24.27	59.63