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ResearchFormerly WizWand

Reasoning on MATH, GSM8K, AQUA, AIME, AMC, MMLU, GPQA

82.15Average AccuracyMARSHAL

Evaluation results

Method	Links
MARSHAL2025.10		82.15	95.2	94.54	86.61	66.67	92.5	89.53	50
MARSHAL2025.10		81.54	95.8	94.39	86.61	63.33	92.5	89.65	48.48
MARSHAL2025.10		81.54	94.4	94.54	86.22	66.67	95	88.98	44.95
MARSHAL2025.10		80.15	94.4	94.69	87.01	60	90	89.53	45.45
SPIRAL2025.10		80.05	94.2	94.47	86.61	60	87.5	91.6	45.96
Qwen3-4B2025.10		79.14	93.4	94.69	85.04	56.67	87.5	89.21	47.47
MARSHAL2025.10		75.96	92.8	95.6	83.86	46.67	80	87.36	45.45
MARSHAL2025.10		75.01	92.2	96.06	83.07	43.33	82.5	86.76	41.12
MARSHAL2025.10		74.54	91.6	96.21	82.68	40	82.5	87.39	41.41
MARSHAL2025.10		73.7	91.4	95.6	82.68	43.33	77.5	87.04	38.38
SPIRAL2025.10		73.41	91.6	95.45	81.89	40	77.5	87.01	40.4
Qwen3-4B2025.10		72.45	90.2	95.91	80.71	40	75	87.42	37.88
SPIRAL2025.10		63.75	87.5	94.8	51.2	36.7	80	58.7	37.37
MARSHAL2025.10		63.54	89.1	95.2	46.5	40	77.5	57.6	38.89
MARSHAL2025.10		62.79	89.9	94.6	52	33.3	75	59.9	34.85
MARSHAL2025.10		62.05	88.1	94.7	48	43.3	65	58.9	36.36
MARSHAL2025.10		61.38	87.8	94.5	48.4	33.3	72.5	59.3	33.84
Qwen3-4B2025.10		60.74	87.6	94.6	39.8	36.7	70	57.1	39.39