Multimodal Reasoning on MMMU (Acc.%, Acpt.%, Speedup) benchmark leaderboard · SOTA2 Research

Multimodal Reasoning on MMMU (Acc.%, Acpt.%, Speedup)

85.79AccuracyDREAM-R

Evaluation Results

Method	Links
DREAM-R2026.05		85.79	56.44	2.19
DREAM-R2026.05		83.1	25	1.75
DREAM-R-NS2026.05		81	23.69	1.65
LR2026.05		79.8	23.03	1.45
DREAM-R2026.05		78.33	39.21	1.6
DREAM-R-NS2026.05		77.85	42.46	2.03
DREAM-R2026.05		77.37	42.37	1.91
Standard SD2026.05		77.18	—	1.1
Standard SD2026.05		76.15	—	1.15
LR2026.05		75.57	41.63	1.72
Standard SD2026.05		74	—	1.04
DREAM-R2026.05		73.5	42.1	1.61
DREAM-R2026.05		72.53	57.82	1.58
DREAM-R2026.05		71.95	54.1	1.57
DREAM-R-NS2026.05		71.69	53.29	1.55
Standard SD2026.05		71.59	—	1.07
DREAM-R-NS2026.05		71.59	37.2	1.52
Standard SD2026.05		71.5	—	1.07
DREAM-R2026.05		71.4	53.6	1.98
LR2026.05		71.11	36.66	1.36
DREAM-R-NS2026.05		71.1	39.8	1.49
DREAM-R-NS2026.05		70.25	50.7	1.54
Standard SD2026.05		69.83	—	1.11
LR2026.05		69.2	37.3	1.36
DREAM-R-NS2026.05		69.05	49.2	1.88
LR2026.05		68.2	53.7	1.48
Standard SD2026.05		68.15	—	1.08
Standard SD2026.05		68.05	—	1.1
LR2026.05		67.3	51.9	1.46
LR2026.05		67.1	46.9	1.8
DREAM-R-NS2026.05		66	34.23	1.84
SpecReason2026.05		60.1	49.8	1.21
SpecReason2026.05		59.72	51.86	1.22
LR2026.05		58.96	34.35	1.66
SpecReason2026.05		56.71	35.65	1.07
SpecReason2026.05		54.3	40.5	1.22
SpecReason2026.05		53.73	32.86	1.24
SpecReason2026.05		50.1	27.9	0.84
SpecReason2026.05		48.6	23.77	0.63
SpecReason2026.05		46.88	16.04	1.21