| ┌──────────────────────────────────────────────────────────────────────┐ |
| │ Model: NousResearch/Hermes-4-14B │ |
| │ Dataset: paraloq/json_data_extraction (476 samples) │ |
| │ Date: 2025-10-18 20:27:00 │ |
| └──────────────────────────────────────────────────────────────────────┘ |
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| OVERALL SCORE |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Extraction Quality Score (EQS): 0.861 ⭐ EXCELLENT |
| 95% CI: [0.844, 0.878] |
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| PRIMARY METRICS |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| ✅ Schema Validity: 99.6% (474/476) Grade: A+ |
| ⚠️ Field F1 (Partial): 0.785 Grade: B |
| ❌ Exact Match: 29.2% (139/476) Grade: D |
| ✅ Hallucination Rate: 5.1% Grade: A |
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| DETAILED ACCURACY |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Field F1 (Strict): 0.771 |
| Field Precision: 0.801 |
| Field Recall: 0.779 |
| Type Accuracy: 89.4% |
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| MATCH DISTRIBUTION |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Exact 68.4% ███████████████████████████ |
| Partial 2.8% █ |
| Incorrect 12.3% ████ |
| Missed 10.8% ████ |
| Spurious 5.8% ██ |
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| COMPOSITE SCORE STATISTICS |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Mean: 0.900 |
| Median: 1.000 |
| StdDev: 0.265 |
| Range: [0.006, 1.000] |
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| SAMPLE-LEVEL CONSISTENCY |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| EQS: μ=0.861, σ=0.188, range=[0.200, 1.000] |
| F1: μ=0.785, σ=0.274, range=[0.000, 1.000] |
| Consistency: Poor (highly variable) |
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| SCHEMA COMPLEXITY ANALYSIS |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Distribution by Complexity: |
| Simple (444): EQS=0.858, F1=0.781, Halluc= 5.3% |
| Medium ( 29): EQS=0.899, F1=0.838, Halluc= 2.0% |
| Complex ( 1): EQS=1.000, F1=1.000, Halluc= 0.0% |
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| Correlations with Performance: |
| complexity_score_vs_eqs r=+0.155 (negligible positive) |
| total_fields_vs_f1 r=+0.157 (negligible positive) |
| max_depth_vs_f1 r=+0.069 (negligible positive) |
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| PRODUCTION READINESS |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Quality Tier: Tier 2 (Good) |
| Production Ready: ✅ YES |
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| Recommendation: DEPLOY WITH CONFIDENCE |
| Model demonstrates strong extraction capability across |
| the benchmark. Suitable for production use. |
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| PERFORMANCE |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Throughput: 0.52 samples/second |
| Total Duration: 916.50 seconds |
| Avg per Sample: 1.93 seconds |
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