Multimodal VQA on MMLongBench-Doc 2K Packed benchmark leaderboard · SOTA2 Research

Multimodal VQA on MMLongBench-Doc 2K Packed

55.66Accuracy (Residential)ColQwen

Evaluation Results

Method	Links
ColQwen2026.06		55.66	43.59	27.36	40	41.38	41.46	43.1	41.79
KG4VD2026.06		55.66	48.72	31.13	45.71	44.83	39.02	46.55	44.52
MegaRAG2026.06		51.42	41.03	32.55	37.14	37.93	37.8	44.83	41.18
GME2026.06		48.11	51.28	31.13	31.43	37.93	39.02	45.3	40.6
VisRAG2026.06		44.34	48.72	23.58	40	37.93	31.71	41.38	38.24
HippoRAG22026.06		43.4	23.08	33.02	25.71	41.38	36.59	34.48	33.95
RAGAnything2026.06		42.59	15.38	32.04	30	32.82	41.46	30.17	33.71
GraphRAG2026.06		39.62	20.51	24.53	14.29	27.59	29.27	24.14	25.71
NaiveRAG2026.06		37.74	25.64	27.36	22.86	41.38	31.71	37.93	32.09
LightRAG2026.06		29.25	17.95	25.47	22.86	27.59	34.15	13.79	24.44
No Documents2026.06		27.36	17.95	23.58	17.14	20.69	26.83	10.34	20.56