Reasoning on MMLU (test) benchmark leaderboard · SOTA2 Research

Reasoning on MMLU (test)

92.87Accuracy (Natural Sciences)TopoPrior+ARG

Evaluation Results

Method	Links
TopoPrior+ARG2026.05		92.87	—	93.14	92.55	95.12	87.83	87.08	92.79	92.03
TopoPrior+AD2026.05		91.78	—	92.09	91.33	93.95	86.95	86.51	91.74	90.62
ARG-Designer2026.05		91.15	—	91.8	91.07	93.69	86.28	85.52	91.48	90.14
TopoPrior+ARG2026.05		90.87	—	91.18	90.64	92.62	86.76	86.01	90.89	89.56
TopoPrior+AP2026.05		90.75	—	90.9	90.41	92.89	86.01	85.31	90.65	90.41
TopoPrior+GD2026.05		90.12	—	90.46	89.82	92.37	85.43	84.71	90.28	89.89
AgentDropout2026.05		89.97	—	90.5	90.11	91.93	85.29	84.89	90.25	88.99
AgentPrune2026.05		89.84	—	90.03	89.52	91.47	84.73	83.98	89.76	89.19
TopoPrior+AD2026.05		89.48	—	89.62	89.35	91.26	85.45	84.75	89.89	88.54
G-Designer2026.05		89.23	—	89.67	88.91	91.08	84.12	83.46	89.35	88.52
ARG-Designer2026.05		88.5	—	88.87	88.41	90.4	84.49	83.55	88.69	87.56
TopoPrior+GD2026.05		88.31	—	88.44	88.13	90.01	84.3	83.29	88.32	87.26
TopoPrior+AP2026.05		87.74	—	87.61	87.49	89.33	83.58	82.73	87.64	86.59
AgentDropout2026.05		87.63	—	87.79	87.4	89.32	83.59	82.7	87.74	86.6
G-Designer2026.05		87.42	—	87.55	87.2	88.97	83.19	82.58	87.43	86.33
AgentPrune2026.05		86.67	—	86.98	86.44	88.42	82.56	81.81	86.69	85.71
RAG2026.05		85.92	—	86.17	85.84	87.63	82.45	81.78	86.05	85.38
RAG2026.05		85.71	—	86.02	85.48	87.43	82.33	81.58	85.73	85.56
CoT2026.05		85.02	—	84.4	84.79	86.71	81.17	80.42	85.07	84.41
PE2026.05		84.96	—	85.23	84.78	86.41	79.63	78.92	85.12	84.47
CoT2026.05		84.6	—	84.85	85.32	86.87	80.19	79.52	85.57	84.9
PE2026.05		84.17	—	84.44	83.86	85.53	79.84	79.19	83.92	83.26
TopoPrior+ARG2026.05		68.91	—	71.57	68.13	72.74	66.15	64.08	68.14	68.53
TopoPrior+GD2026.05		66.32	—	67.8	65.42	70.41	63.96	60.85	67.18	65.99
TopoPrior+AD2026.05		65.7	—	69.95	65.47	70.36	66.88	63.75	69.05	67.31
ARG-Designer2026.05		65.48	—	68.01	64.95	69.54	63.86	61.32	65.87	65.58
TopoPrior+AP2026.05		65.34	—	68.75	65.19	69.16	63.93	61.8	67.62	65.97
G-Designer2026.05		64.82	—	66.57	63.91	67.7	61.58	59.13	65.44	64.16
AgentDropout2026.05		64.3	—	69.72	63.14	68.86	65.47	62.05	66.53	65.72
AgentPrune2026.05		63.99	—	66.85	64.73	66.98	63.07	58.51	64.12	64.04
RAG2026.05		61.65	—	62.39	62.95	65.37	58.03	54.5	62.83	61.1
MoDE2026.05		59.72	—	63.05	62.45	64.69	56.79	54.11	61.06	60.12
CoT2026.05		58.97	—	61.51	59.02	62.48	50.65	46.76	60.68	57.15
DES-MoE2026.05		58.88	—	62.34	60.7	62.63	54.84	52.98	61.33	59.1
PE2026.05		57.84	—	58.89	56.61	60.05	49.84	45.72	59.4	55.05
MoDULA2026.05		56.89	—	58.72	57.95	61.22	51.6	48.42	60.53	56.47
AdamW2025.10		—	23	—	—	—	—	—	—	—
AdamW+CWD2025.10		—	25	—	—	—	—	—	—	—
Muon2025.10		—	24	—	—	—	—	—	—	—
Muon+CWD2025.10		—	26	—	—	—	—	—	—	—