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General Language Understanding on C-Eval (val)

78.68AccuracyQwen-1.5 14B (Teacher)
57.432862.948968.46573.9811Jul 23, 2024Oct 19, 2024Jan 16, 2025Apr 15, 2025Jul 12, 2025Oct 9, 2025Jan 6, 2026

Evaluation results

MethodLinks
Qwen-1.5 14B (Teacher)Model Scale=14B, Distillation Strategy=None, Evaluation Protocol=Zero-shot2024.0778.68
Qwen-1.5 1.8B + DDKModel Scale=1.8B, Distillation Strategy=DDK, Evaluation Protocol=Zero-shot2024.0763.75
Qwen-1.5 1.8B + TEDModel Scale=1.8B, Distillation Strategy=TED, Evaluation Protocol=Zero-shot2024.0762.04
Qwen-1.5 1.8B + MiniLLMModel Scale=1.8B, Distillation Strategy=MiniLLM, Evaluation Protocol=Zero-shot2024.0761.66
Qwen-1.5 1.8B + CPT & DoReMiModel Scale=1.8B, Distillation Strategy=CPT & DoReMi, Evaluation Protocol=Zero-shot2024.0761.44
Qwen-1.5 1.8B + KDModel Scale=1.8B, Distillation Strategy=Knowledge Distillation, Evaluation Protocol=Zero-shot2024.0761.29
Qwen-1.5 1.8B + CPTModel Scale=1.8B, Distillation Strategy=CPT, Evaluation Protocol=Zero-shot2024.0760.13
PHSATraining Tokens=100B, Inference Top-K=N/A, Training Top-K=22026.0159.96
Qwen-1.5 1.8B (Student)Model Scale=1.8B, Distillation Strategy=None, Evaluation Protocol=Zero-shot2024.0759.66
InfLLM v2Training Tokens=100B, Inference Top-K=N/A, Training Top-K=22026.0159.36
PHSATraining Tokens=100B, Inference Top-K=N/A, Training Top-K=42026.0159.14
DenseTraining Tokens=100B, Inference Top-K=22026.0158.99
PHSATraining Tokens=100B, Inference Top-K=2, Training Top-K=22026.0158.99
PHSATraining Tokens=100B, Inference Top-K=4, Training Top-K=42026.0158.84
DenseTraining Tokens=100B, Inference Top-K=N/A2026.0158.77
InfLLM v2Training Tokens=100B, Inference Top-K=N/A, Training Top-K=42026.0158.77
InfLLM v2Training Tokens=100B, Inference Top-K=2, Training Top-K=22026.0158.4
InfLLM v2Training Tokens=100B, Inference Top-K=4, Training Top-K=42026.0158.25