{ "heldout_rows": 80, "train_test_exact_text_overlap": 0, "teacher_gold_accuracy": 1.0, "baseline_gold_accuracy": 0.0, "trained_gold_accuracy": 0.95, "trained_absolute_uplift": 0.95, "trained_teacher_agreement": 0.95, "teacher_mean_latency_seconds": 4.143897417721019, "trained_mean_latency_seconds": 0.021054333343636246, "latency_speedup": 196.81921769199724, "teacher_input_tokens": 30898, "trained_input_tokens": 7738, "input_token_reduction": 0.7495630785164089, "teacher_provider_cost_usd": 0.13577433662337665, "trained_provider_charge_usd": 0.0, "cost_scope_note": "Local inference made no provider API calls; electricity/hardware amortization is excluded." }