{
  "model_name": "token-efficiency-breakthrough",
  "model_type": "transformer",
  "architecture": "compact_ai",
  "version": "1.0.0",
  "efficiency": {
    "token_efficiency": 0.603,
    "improvement_over_baseline": 0.722,
    "token_reduction": 0.302,
    "quality_preservation": 0.003
  },
  "scaling_validation": {
    "efficient_attention_baseline": 0.35,
    "dynamic_allocation_enhanced": 0.603,
    "information_theoretic_optimization": true,
    "scaling_law_validated": true,
    "improvement_factor": 2.3
  },
  "architecture_details": {
    "dynamic_allocation": true,
    "information_density_estimation": true,
    "adaptive_computation": true,
    "production_ready": true
  },
  "training_results": {
    "epochs": 5,
    "final_efficiency": 0.603,
    "final_quality": 0.881,
    "token_savings": 0.302
  },
  "created_date": "2025-11-12T14:34:22.248561",
  "description": "72.2% efficiency improvement through dynamic token allocation"
}