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pkuHaowei
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sldbench

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data_constrained_scaling_law · 182 rows

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train · 161 rows

group stringclasses 1 value	unique_tokens float64 100M 174B	params float64 7.1M 3.9B	tokens float64 100M 300B	loss float64 2.57 8.1
all_data	4,000,000,000	2,810,000,000	32,000,000,000	2.722962
all_data	4,000,000,000	2,810,000,000	40,000,000,000	2.706547
all_data	4,000,000,000	2,810,000,000	55,000,000,000	2.696432
all_data	9,000,000,000	2,810,000,000	55,000,000,000	2.611045
all_data	11,000,000,000	2,810,000,000	55,000,000,000	2.598793
all_data	14,000,000,000	2,810,000,000	55,000,000,000	2.589427
all_data	18,000,000,000	2,810,000,000	55,000,000,000	2.584592
all_data	28,000,000,000	2,810,000,000	55,000,000,000	2.579361
all_data	55,000,000,000	2,810,000,000	55,000,000,000	2.574117
all_data	100,000,000	7,098,752	100,000,000	8.102005
all_data	100,000,000	7,098,752	200,000,000	7.36236
all_data	100,000,000	1,096,300,000	100,000,000	6.611002
all_data	100,000,000	14,100,000	100,000,000	7.278144
all_data	400,000,000	19,703,712	400,000,000	6.096268
all_data	400,000,000	35,500,000	400,000,000	5.79413
all_data	100,000,000	35,500,000	200,000,000	6.252892
all_data	100,000,000	35,500,000	400,000,000	5.799587
all_data	100,000,000	35,500,000	800,000,000	5.284175
all_data	100,000,000	14,100,000	200,000,000	6.664138
all_data	100,000,000	14,100,000	400,000,000	6.273184
all_data	100,000,000	14,100,000	800,000,000	5.816824
all_data	100,000,000	14,100,000	1,500,000,000	5.364749
all_data	100,000,000	14,100,000	2,700,000,000	4.992776
all_data	100,000,000	14,100,000	3,900,000,000	4.741132
all_data	100,000,000	14,100,000	5,900,000,000	4.546227
all_data	100,000,000	14,100,000	14,000,000,000	4.383392
all_data	100,000,000	14,100,000	20,000,000,000	4.51041
all_data	100,000,000	14,100,000	91,000,000,000	4.396074
all_data	100,000,000	14,100,000	174,000,000,000	4.359691
all_data	100,000,000	44,000,000	200,000,000	6.18997
all_data	100,000,000	44,000,000	400,000,000	5.648868
all_data	100,000,000	44,000,000	1,500,000,000	4.387672
all_data	100,000,000	44,000,000	2,700,000,000	4.113597
all_data	100,000,000	44,000,000	3,900,000,000	3.988205
all_data	100,000,000	44,000,000	5,900,000,000	3.89434
all_data	100,000,000	44,000,000	7,500,000,000	3.854261
all_data	100,000,000	44,000,000	14,000,000,000	3.807672
all_data	100,000,000	44,000,000	20,000,000,000	3.92903
all_data	100,000,000	44,000,000	32,000,000,000	3.89224
all_data	100,000,000	44,000,000	91,000,000,000	3.8362
all_data	100,000,000	44,000,000	174,000,000,000	3.812315
all_data	1,500,000,000	82,700,000	1,500,000,000	4.36208
all_data	1,500,000,000	201,236,224	1,500,000,000	3.929866
all_data	1,500,000,000	1,096,300,000	1,500,000,000	3.680017
all_data	400,000,000	1,096,300,000	1,500,000,000	3.704141
all_data	100,000,000	1,096,300,000	1,500,000,000	3.819042
all_data	2,700,000,000	618,700,000	2,700,000,000	3.415532
all_data	1,500,000,000	618,700,000	2,700,000,000	3.409955
all_data	400,000,000	618,700,000	2,700,000,000	3.449187
all_data	100,000,000	618,700,000	2,700,000,000	3.829336
all_data	100,000,000	618,700,000	1,500,000,000	3.784308
all_data	3,900,000,000	421,200,000	3,900,000,000	3.348126
all_data	1,500,000,000	421,200,000	3,900,000,000	3.35496
all_data	400,000,000	421,200,000	3,900,000,000	3.404755
all_data	100,000,000	421,200,000	3,900,000,000	3.89862
all_data	100,000,000	421,200,000	1,500,000,000	3.797898
all_data	100,000,000	421,200,000	2,700,000,000	3.747371
all_data	100,000,000	421,200,000	5,900,000,000	4.169935
all_data	100,000,000	421,200,000	7,500,000,000	4.376178
all_data	5,900,000,000	281,000,000	5,900,000,000	3.319542
all_data	1,500,000,000	281,000,000	5,900,000,000	3.330755
all_data	400,000,000	281,000,000	5,900,000,000	3.386692
all_data	100,000,000	281,000,000	5,900,000,000	3.882211
all_data	100,000,000	281,000,000	1,500,000,000	3.877228
all_data	100,000,000	281,000,000	2,700,000,000	3.72759
all_data	100,000,000	281,000,000	3,900,000,000	3.754965
all_data	100,000,000	281,000,000	7,500,000,000	3.99341
all_data	400,000,000	281,000,000	91,000,000,000	3.312059
all_data	7,500,000,000	220,500,000	7,500,000,000	3.310159
all_data	1,500,000,000	220,500,000	7,500,000,000	3.325092
all_data	400,000,000	220,500,000	7,500,000,000	3.374362
all_data	100,000,000	220,500,000	7,500,000,000	3.848433
all_data	100,000,000	220,500,000	1,500,000,000	3.932167
all_data	100,000,000	220,500,000	2,700,000,000	3.752793
all_data	100,000,000	220,500,000	3,900,000,000	3.721901
all_data	100,000,000	220,500,000	5,900,000,000	3.78097
all_data	14,000,000,000	146,500,000	14,000,000,000	3.319729
all_data	1,500,000,000	146,500,000	14,000,000,000	3.334061
all_data	400,000,000	146,500,000	14,000,000,000	3.390927
all_data	100,000,000	146,500,000	14,000,000,000	3.801428
all_data	400,000,000	146,500,000	60,000,000,000	3.34025
all_data	400,000,000	146,500,000	91,000,000,000	3.311519
all_data	400,000,000	146,500,000	174,000,000,000	3.277013
all_data	100,000,000	146,500,000	1,500,000,000	4.033501
all_data	100,000,000	146,500,000	2,700,000,000	3.80764
all_data	100,000,000	146,500,000	3,900,000,000	3.732758
all_data	100,000,000	146,500,000	5,900,000,000	3.718068
all_data	100,000,000	146,500,000	7,500,000,000	3.735044
all_data	100,000,000	146,500,000	20,000,000,000	3.756257
all_data	100,000,000	146,500,000	32,000,000,000	3.793078
all_data	100,000,000	146,500,000	60,000,000,000	3.846421
all_data	100,000,000	146,500,000	91,000,000,000	3.862952
all_data	100,000,000	146,500,000	174,000,000,000	3.897418
all_data	20,000,000,000	82,700,000	20,000,000,000	3.608018
all_data	1,500,000,000	82,700,000	20,000,000,000	3.618937
all_data	400,000,000	82,700,000	20,000,000,000	3.651057
all_data	100,000,000	82,700,000	20,000,000,000	3.790125
all_data	100,000,000	82,700,000	400,000,000	5.488318
all_data	100,000,000	82,700,000	1,500,000,000	4.20696
all_data	100,000,000	82,700,000	2,700,000,000	3.953894

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Collection including pkuHaowei/sldbench

Scaling Law Discovery

Dataset and results for SLD (https://arxiv.org/abs/2507.21184) • 2 items • Updated Jan 8 • 2