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Speculative Decoding on Pre-training dataset

0.658Speculative Accept %Full Knowledge Distillation
0.645520.648760.6520.65524Mar 21, 2025

Evaluation results

MethodLinks
Full Knowledge DistillationTraining Tokens=100B, Student Model=300M, Teacher Model=3B2025.030.658
Random Sampling KDTraining Tokens=100B, Student Model=300M, Teacher Model=3B2025.030.657
Cross-EntropyTraining Tokens=100B, Student Model=300M, Teacher Model=3B2025.030.646