Language Modeling Evaluation on General Language Evaluation Suite (test)

69.95AE ScoreROOT

Evaluation results

Method
ROOT2026.05	69.95	31.74	87.7	25.25	7.68	40.53	25.8	71.76	31.77	54.99	18.59	16.25	40.17
AMO2026.05	69.36	32.68	86	25.13	7.28	41.07	26.4	71.76	34	56.2	21.13	18	40.75
Muon-CANS2026.05	69.32	32.08	86.5	24.65	6.18	41.04	25	70.84	33.78	54.22	17.28	16.46	39.78
Muon-PE2026.05	68.98	31.66	85.3	25.13	7.54	40.96	26.4	71.82	32.44	54.78	20.88	16.93	40.24
AdamW2026.05	68.81	30.34	87.2	24.7	6.6	40.56	25	71.76	33.3	55.64	18.67	16.46	39.92
Muon-KJ2026.05	68.22	31.74	85.7	24.8	5.54	40.71	26.4	72.09	33.78	55	20.72	16.45	40.1
Muon-You2026.05	67.59	30.2	86.9	24.35	6.87	40.47	25.4	72.52	34.07	56.12	19.25	17.89	40.14
AdaMuon2026.05	67.42	31.48	85.8	24.78	5.24	39.66	25.6	70.89	33.68	53.04	20.39	16.9	39.57
Muon-Turbo2026.05	67.17	31.74	86.2	24.5	6.81	39.93	24.4	71.55	33.01	53.75	20.8	16.51	39.7
Muon-PE2026.05	66.98	32.08	86	25.13	7.54	37.83	26	70.23	32.44	54.78	21.29	17	39.78
Muon-KJ2026.05	66.25	33.03	86.2	25.35	6.89	38.33	25.4	69.7	32.73	55.64	18.84	17.73	39.67
Muon-PE2026.05	66	27.3	85	25	7.77	37.54	24.6	69	32.34	55.67	20.64	17.65	39.04
AMO2026.05	66	33.78	86.4	25.13	7.72	38.77	25.6	69.48	33.49	55.93	20.64	17.82	40.06
Muon-KJ2026.05	65.91	28.75	85.5	25.54	6.58	37.29	24.2	68.88	32.73	55.01	19.66	17.32	38.95
AMO2026.05	65.76	28.33	85.7	25.02	7.77	37.61	25.6	69.21	32.67	55.23	20.37	17.98	39.27
AMO2026.05	63.17	27.19	82.6	24.89	7.8	35.04	21.6	68.66	31.53	53.09	20.23	17.39	37.77
AMO2026.05	62.37	27.22	82.3	25.23	7.02	35.74	24	69.15	31.58	52.17	20.33	17.65	37.9
Muon-CANS2026.05	62.33	26.19	80.3	24.09	7.95	35.04	22.2	66.92	32.06	52.72	20.39	17	37.27
Muon-PE2026.05	62.25	27.03	82	25	7.77	35.04	22.4	66.92	32.06	52.72	19.74	17.19	37.51
Muon-KJ2026.05	62.21	27.05	81.3	24.33	5.84	35.81	22.6	68.28	31.2	52.96	18.76	17.58	37.33
Muon-KJ2026.05	62.16	26.79	81.9	23.8	7.3	34.75	23.2	67.9	31.67	51.93	19	16.92	37.28
Muon-PE2026.05	61.53	26.79	83.5	24.01	6.09	34.75	22.2	67.85	31.96	52.17	20.48	16.64	37.33
Muon-Turbo2026.05	61.49	25.51	82.7	23.45	6.4	35.05	24.8	68.66	30.72	52.09	19.82	17.71	37.37
Muon-You2026.05	60.77	27.22	82.2	24.45	8.22	34.6	22.8	67.03	31.39	53.04	19	17.65	37.36
ROOT2026.05	60.01	25.6	81	25.43	6.26	33.99	20.8	66.97	29.76	50.28	21.7	17.68	36.62
AdamW2026.05	58.96	24.49	82	23.51	6.71	33.41	21	66.27	30.81	50.12	19.9	17.99	36.26
AdaMuon2026.05	58.16	24.91	80.8	24.02	6.1	33.33	22.2	66.92	31.96	52.49	20.48	17.39	36.56