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Language Modeling Evaluation on General Language Evaluation Suite (test)

69.95AE Score

ROOT

Updated 2mo ago

Evaluation Results

Method
ROOT 2026.05	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
AMO 2026.05	69.36	32.68	86	25.13	7.28	41.07	26.4	71.76	34	56.2	21.13	18	40.75
Muon-CANS 2026.05	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-PE 2026.05	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
AdamW 2026.05	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-KJ 2026.05	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-You 2026.05	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
AdaMuon 2026.05	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-Turbo 2026.05	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-PE 2026.05	66.98	32.08	86	25.13	7.54	37.83	26	70.23	32.44	54.78	21.29	17	39.78
Muon-KJ 2026.05	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-PE 2026.05	66	27.3	85	25	7.77	37.54	24.6	69	32.34	55.67	20.64	17.65	39.04
AMO 2026.05	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-KJ 2026.05	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
AMO 2026.05	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
AMO 2026.05	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
AMO 2026.05	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-CANS 2026.05	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-PE 2026.05	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-KJ 2026.05	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-KJ 2026.05	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-PE 2026.05	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-Turbo 2026.05	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-You 2026.05	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
ROOT 2026.05	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
AdamW 2026.05	58.96	24.49	82	23.51	6.71	33.41	21	66.27	30.81	50.12	19.9	17.99	36.26
AdaMuon 2026.05	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