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Zero-shot Language Understanding and Reasoning on BENCH-PROXY Suite (test)

34.32MMLU

Random

Updated 4d ago

Evaluation Results

Method
Random 2026.02	34.32	33.78	46.39	68.72	39.36	47.59	50.44	32.54	29.48	36.54	41.92
DSIR 2026.02	34.13	33.63	45.1	67.79	39.82	48.15	49.03	32.88	28.83	36.54	41.59
OPUS 2026.02	33.83	33.64	46.3	70.67	38.95	51.14	50.62	29.15	30.47	39.42	42.42
Random 2026.02	33.77	33.54	46.94	69.64	39.82	49.8	50.44	32.54	30.96	38.46	42.59
GREATS 2026.02	33.58	33.02	46.32	68.93	39.61	52.57	49.21	33.9	28.01	36.54	42.17
UltraFineweb 2026.02	33.41	33.48	44.34	68.93	38.64	48.3	49.38	33.56	29.07	36.54	41.57
Random 2026.02	33.21	34.03	43.66	67.95	40.07	50.04	52.56	31.86	31.61	36.54	42.15
DCLM-FastText 2026.02	33.19	33.02	44.36	68.23	41.15	48.86	51.32	35.59	30.14	36.54	42.24
PPL 2026.02	33.17	33.87	42.25	67.63	40.33	48.22	50.79	28.47	29.48	38.46	41.27
QuRating 2026.02	33.1	33.58	44.22	66.7	39.97	49.64	50.09	32.54	28.99	36.54	41.54
FineWeb-Edu 2026.02	32.94	33.64	43.14	68.28	39.61	51.3	52.73	32.2	31.37	36.54	42.18
Random 2026.02	32.92	33.38	41.95	67.46	38.84	47.75	53.97	29.15	30.79	36.54	41.28
GREATS 2026.02	32.73	34.38	45.86	70.95	39.3	50.36	44.62	24.75	32.92	38.46	41.43
DCLM-FastText 2026.02	32.64	33.67	41.66	66.38	38.74	51.3	49.38	30.85	31.04	36.54	41.22
OPUS 2026.02	32.62	33.11	50.54	72.2	41.04	51.46	47.62	30.85	35.63	54.81	44.99
UltraFineweb 2026.02	32.6	33.02	40.7	66.05	38.23	49.72	48.32	30.17	29.24	36.54	40.46
PPL 2026.02	32.6	33.58	46.14	69.1	40.33	51.7	50.79	30.17	31.78	36.54	42.27
DSIR 2026.02	32.54	33.54	41.07	67.95	39.36	47.28	48.68	33.9	29.57	38.46	41.24
OPUS 2026.02	32.17	33.38	42.52	67.3	39.51	51.07	54.14	30.85	31.04	38.46	42.04
FineWeb-Edu 2026.02	32	33.46	39.95	64.74	39.87	50.51	52.2	29.15	30.3	36.54	40.87
Random 2026.02	31.92	33.56	48.39	70.13	41.1	48.86	44.86	28.47	34.23	36.54	41.81
QuRating 2026.02	31.32	34.07	41.7	66.92	39.71	47.83	50.79	32.88	31.94	36.54	41.37
Random 2026.02	30.52	33.16	43.95	68.87	40.58	49.02	48.39	25.08	35.54	36.54	41.17
OPUS 2026.02	30.39	34.31	46.36	70.51	39.41	50.2	45.33	28.47	33.74	38.46	41.72