Zero-shot Language Understanding and Reasoning on BENCH-PROXY Suite (test) benchmark leaderboard · SOTA2 Research

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

34.32MMLURandom

Evaluation Results

Method	Links
Random2026.02		34.32	33.78	46.39	68.72	39.36	47.59	50.44	32.54	29.48	36.54	41.92
DSIR2026.02		34.13	33.63	45.1	67.79	39.82	48.15	49.03	32.88	28.83	36.54	41.59
OPUS2026.02		33.83	33.64	46.3	70.67	38.95	51.14	50.62	29.15	30.47	39.42	42.42
Random2026.02		33.77	33.54	46.94	69.64	39.82	49.8	50.44	32.54	30.96	38.46	42.59
GREATS2026.02		33.58	33.02	46.32	68.93	39.61	52.57	49.21	33.9	28.01	36.54	42.17
UltraFineweb2026.02		33.41	33.48	44.34	68.93	38.64	48.3	49.38	33.56	29.07	36.54	41.57
Random2026.02		33.21	34.03	43.66	67.95	40.07	50.04	52.56	31.86	31.61	36.54	42.15
DCLM-FastText2026.02		33.19	33.02	44.36	68.23	41.15	48.86	51.32	35.59	30.14	36.54	42.24
PPL2026.02		33.17	33.87	42.25	67.63	40.33	48.22	50.79	28.47	29.48	38.46	41.27
QuRating2026.02		33.1	33.58	44.22	66.7	39.97	49.64	50.09	32.54	28.99	36.54	41.54
FineWeb-Edu2026.02		32.94	33.64	43.14	68.28	39.61	51.3	52.73	32.2	31.37	36.54	42.18
Random2026.02		32.92	33.38	41.95	67.46	38.84	47.75	53.97	29.15	30.79	36.54	41.28
GREATS2026.02		32.73	34.38	45.86	70.95	39.3	50.36	44.62	24.75	32.92	38.46	41.43
DCLM-FastText2026.02		32.64	33.67	41.66	66.38	38.74	51.3	49.38	30.85	31.04	36.54	41.22
OPUS2026.02		32.62	33.11	50.54	72.2	41.04	51.46	47.62	30.85	35.63	54.81	44.99
UltraFineweb2026.02		32.6	33.02	40.7	66.05	38.23	49.72	48.32	30.17	29.24	36.54	40.46
PPL2026.02		32.6	33.58	46.14	69.1	40.33	51.7	50.79	30.17	31.78	36.54	42.27
DSIR2026.02		32.54	33.54	41.07	67.95	39.36	47.28	48.68	33.9	29.57	38.46	41.24
OPUS2026.02		32.17	33.38	42.52	67.3	39.51	51.07	54.14	30.85	31.04	38.46	42.04
FineWeb-Edu2026.02		32	33.46	39.95	64.74	39.87	50.51	52.2	29.15	30.3	36.54	40.87
Random2026.02		31.92	33.56	48.39	70.13	41.1	48.86	44.86	28.47	34.23	36.54	41.81
QuRating2026.02		31.32	34.07	41.7	66.92	39.71	47.83	50.79	32.88	31.94	36.54	41.37
Random2026.02		30.52	33.16	43.95	68.87	40.58	49.02	48.39	25.08	35.54	36.54	41.17
OPUS2026.02		30.39	34.31	46.36	70.51	39.41	50.2	45.33	28.47	33.74	38.46	41.72