Multimodal Understanding and QA on MME, OCRBench, DocVQA, RealWorldQA, and VLMBlind benchmark leaderboard · SOTA2 Research

Multimodal Understanding and QA on MME, OCRBench, DocVQA, RealWorldQA, and VLMBlind

2,386MME ScoreBATQuant

Evaluation Results

Method	Links
BATQuant2026.03		2,386	893	95.55	70.2	73.14	99.29
BF162026.03		2,377	906	95.81	70.98	73.98	100
BATQuant2026.03		2,368	890	95.47	69.93	72.82	98.89
BATQuant2026.03		2,360	864	94.31	67.32	69.7	96.43
FlatQuant2026.03		2,353	888	95.12	69.14	72.77	98.41
FlatQuant2026.03		2,351	886	95.31	69.02	73.9	98.66
SmoothQuant2026.03		2,349	885	94.81	70.06	69.46	97.61
GPTQ2026.03		2,346	891	95.03	69.15	72.62	98.36
GPTQ2026.03		2,340	885	95.14	71.11	71.79	98.53
BATQuant2026.03		2,332	885	95.07	68.63	70.92	97.51
BRQ2026.03		2,329	865	94.72	70.19	67.18	96.4
GPTQ2026.03		2,328	867	94.15	68.1	70.81	96.71
QuaRot2026.03		2,327	870	95.07	69.8	71.12	97.53
SpinQuant2026.03		2,321	872	94.79	70.46	69.82	97.29
SmoothQuant2026.03		2,317	884	94.72	70.19	68.91	97.19
QuaRot2026.03		2,296	868	95.11	69.02	70.26	96.77
RTN2026.03		2,294	883	94.72	69.8	70.99	97.43
FlatQuant2026.03		2,293	884	94.88	68.76	70.75	97.11
GPTQ2026.03		2,286	849	93.98	66.93	67.29	94.64
BRQ2026.03		2,283	867	94.63	69.8	67.36	95.98
SmoothQuant2026.03		2,283	871	94.39	67.02	66.99	95.13
QuaRot2026.03		2,280	857	94.66	68.52	68.36	95.65
SmoothQuant2026.03		2,264	862	93.93	68.89	66.26	95.01
SpinQuant2026.03		2,248	829	94.18	68.63	64.5	93.65
RTN2026.03		2,243	838	92.7	65.23	66.47	93.07
BRQ2026.03		2,236	841	94.07	68.63	66.03	94.2
FlatQuant2026.03		2,231	873	94.1	65.62	68.86	94.79
RTN2026.03		2,220	856	94.05	68.5	67.5	94.76
SpinQuant2026.03		2,217	832	94.41	68.1	69.04	94.58
RTN2026.03		2,208	878	94.64	69.54	71.01	96.51
QuaRot2026.03		2,189	810	93.47	64.97	57.62	89.69
BRQ2026.03		2,147	805	92.94	66.14	62.14	90.74
SpinQuant2026.03		1,994	801	91.79	65.36	60.23	88.32