• Introduction
  • Related Works
    • Calibration-based Methods
    • Calibration-free Methods
  • Layer-sensitive Quantization
    • Activation Sensitivity
    • Kurtosis
    • Outlier Detection Algorithm
    • SensiBoost and KurtBoost
    • Experiments
    • Ablation Test
    • Results and Analysis
    • SensiBoost and KurtBoost Comparison
  • Conclusion and Future Work
  • The lm-quant-toolkit overview
    • Kurtosis Metrics Measuring Tool
    • Sensitivity Score Measuring Tool
    • Calibration Dataset Generation Tool