| ┌──────────────────────────────────────────────────────────────────────┐ |
| │ Model: NousResearch/Hermes-3-Llama-3.1-8B │ |
| │ Dataset: paraloq/json_data_extraction (476 samples) │ |
| │ Date: 2025-10-11 01:15:44 │ |
| └──────────────────────────────────────────────────────────────────────┘ |
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| OVERALL SCORE |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Extraction Quality Score (EQS): 0.849 ✅ GOOD |
| 95% CI: [0.832, 0.867] |
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| PRIMARY METRICS |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| ✅ Schema Validity: 99.4% (473/476) Grade: A+ |
| ⚠️ Field F1 (Partial): 0.771 Grade: B |
| ❌ Exact Match: 27.5% (131/476) Grade: D |
| ✅ Hallucination Rate: 6.6% Grade: A |
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| DETAILED ACCURACY |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Field F1 (Strict): 0.758 |
| Field Precision: 0.780 |
| Field Recall: 0.771 |
| Type Accuracy: 90.4% |
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| MATCH DISTRIBUTION |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Exact 66.9% ██████████████████████████ |
| Partial 2.7% █ |
| Incorrect 13.3% █████ |
| Missed 9.2% ███ |
| Spurious 7.8% ███ |
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| COMPOSITE SCORE STATISTICS |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Mean: 0.892 |
| Median: 1.000 |
| StdDev: 0.275 |
| Range: [0.003, 1.000] |
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| SAMPLE-LEVEL CONSISTENCY |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| EQS: μ=0.849, σ=0.197, range=[0.200, 1.000] |
| F1: μ=0.771, σ=0.282, range=[0.000, 1.000] |
| Consistency: Poor (highly variable) |
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| SCHEMA COMPLEXITY ANALYSIS |
| ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ |
| Distribution by Complexity: |
| Simple (443): EQS=0.846, F1=0.767, Halluc= 7.0% |
| Medium ( 29): EQS=0.898, F1=0.837, Halluc= 2.1% |
| Complex ( 1): EQS=0.892, F1=0.820, Halluc= 0.0% |
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| Correlations with Performance: |
| complexity_score_vs_eqs r=+0.183 (negligible positive) |
| total_fields_vs_f1 r=+0.171 (negligible positive) |
| max_depth_vs_f1 r=+0.078 (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: 0.53 samples/second |
| Total Duration: 906.54 seconds |
| Avg per Sample: 1.90 seconds |
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