📊 Original vs Best Distilled - All Metrics

🏆 Top Models by Different Metrics

By Accuracy

{% if report_data.performance_comparison.model_rankings.test_accuracy %} {% for model in report_data.performance_comparison.model_rankings.test_accuracy[:5] %} {% endfor %}
#{{ model.rank }} {{ model.model }} {{ "%.4f" | format(model.value) }}
{% endif %}

By F1 Score

{% if report_data.performance_comparison.model_rankings.test_f1_score %} {% for model in report_data.performance_comparison.model_rankings.test_f1_score[:5] %} {% endfor %}
#{{ model.rank }} {{ model.model }} {{ "%.4f" | format(model.value) }}
{% endif %}

Lowest Complexity

{% if report_data.performance_comparison.model_rankings.model_complexity %} {% for model in report_data.performance_comparison.model_rankings.model_complexity[:5] %} {% endfor %}
#{{ model.rank }} {{ model.model }} {{ "%.2f" | format(model.value) }}
{% endif %}
{% if report_data.performance_comparison.improvement_stats %}

📈 Improvement Statistics

{{ report_data.performance_comparison.improvement_stats.models_improved }}
Models Better Than Original
{{ "%.1f" | format(report_data.performance_comparison.improvement_stats.improvement_rate * 100) }}%
Improvement Rate
{{ "%.2f" | format(report_data.performance_comparison.improvement_stats.max_improvement) }}%
Max Improvement
{{ "%.2f" | format(report_data.performance_comparison.improvement_stats.avg_improvement) }}%
Average Improvement
{% endif %}