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

68.92MVBench ScoreInternVL-3.5-30B-A3B-HF

Evaluation Results

Method
InternVL-3.5-30B-A3B-HF2025.11	68.92	60.49	58.07	57.64	45.11	100
MoDES2025.11	68.65	60.79	57.63	54.49	44.33	97.03
InternVL-3.5-GPT-OSS-20B-A4B-Preview-HF2025.11	67.65	58.79	53.93	54.65	43.79	100
MoDES2025.11	66.6	57.95	53.59	53.68	43.13	97.89
Qwen3-VL-MoE-30B-A3B-Instruct2025.11	64.67	62.45	54.89	55.42	47.11	100
Qwen3-VL-MoE-30B-A3B-Instruct2025.11	64.67	62.45	54.89	55.42	47.11	100
MoDES2025.11	64.45	62.53	54.81	55.57	51.22	99.11
MoDES2025.11	64.42	62.39	55.15	55.5	49.89	99.22
DiEP2025.11	63.15	59.46	53.41	55.08	48.76	96.8
MoDES2025.11	62.98	62.04	55.26	55.5	46.56	97.33
MoDES2025.11	62.98	62.04	55.26	55.5	46.56	97.33
DiEP2025.11	62.78	57.86	52.38	54.62	48.16	95.21
MC-MoE2025.11	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-MoE2025.11	61.65	57.13	52.64	54.03	47.49	95.11
NAEE2025.11	61.31	58.32	51.08	55.12	48.32	95.61
NAEE2025.11	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-MoE2025.11	60.06	50.28	48.37	46.68	42.89	89.91
MC-MoE2025.11	58.97	52.31	49.72	48.31	40.06	86.2
DiEP2025.11	57.21	53.61	50.78	46.13	34.79	85.3
DiEP2025.11	57.21	53.61	50.78	46.13	34.79	85.3
InternVL-3.5-GPT-OSS-20B-A4B-Preview-HF2025.11	56.95	49.4	44.04	44.28	41.66	77.58
MC-MoE2025.11	56.6	51.84	52.51	47.22	37.41	86.66
MC-MoE2025.11	56.6	51.84	52.51	47.22	37.41	86.66
DiEP2025.11	56.26	51.48	48.94	47.26	38.18	83.26
NAEE2025.11	54.78	50.25	48.69	47.42	37.27	78.88
DiEP2025.11	54.18	49.83	49.42	47.91	42.31	90.07
NAEE2025.11	51.25	46.21	47.83	45.48	42.08	86.79
NAEE2025.11	50.24	49.77	44.48	45.59	35.57	80.6
NAEE2025.11	50.24	49.77	44.48	45.59	35.57	80.6
Qwen3-VL-MoE-30B-A3B-Instruct2025.11	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-HF2025.11	31.99	34.47	35.26	37.4	24.27	59.63