leaderboard-results / summaries /Ministral-8B-Instruct-2410_structured_extraction_report.txt
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┌──────────────────────────────────────────────────────────────────────┐
│ Model: mistralai/Ministral-8B-Instruct-2410 │
│ Dataset: paraloq/json_data_extraction (476 samples) │
│ Date: 2025-10-18 17:56:34 │
└──────────────────────────────────────────────────────────────────────┘
OVERALL SCORE
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Extraction Quality Score (EQS): 0.842 ✅ GOOD
95% CI: [0.823, 0.862]
PRIMARY METRICS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
✅ Schema Validity: 99.2% (472/476) Grade: A+
⚠️ Field F1 (Partial): 0.764 Grade: B
❌ Exact Match: 32.1% (153/476) Grade: D
✅ Hallucination Rate: 8.1% Grade: A
DETAILED ACCURACY
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Field F1 (Strict): 0.752
Field Precision: 0.774
Field Recall: 0.762
Type Accuracy: 88.6%
MATCH DISTRIBUTION
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Exact 65.5% ██████████████████████████
Partial 2.6% █
Incorrect 12.3% ████
Missed 10.6% ████
Spurious 9.0% ███
COMPOSITE SCORE STATISTICS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Mean: 0.893
Median: 1.000
StdDev: 0.273
Range: [0.001, 1.000]
SAMPLE-LEVEL CONSISTENCY
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
EQS: μ=0.842, σ=0.217, range=[0.200, 1.000]
F1: μ=0.764, σ=0.299, range=[0.000, 1.000]
Consistency: Poor (highly variable)
SCHEMA COMPLEXITY ANALYSIS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Distribution by Complexity:
Simple (442): EQS=0.838, F1=0.759, Halluc= 8.6%
Medium ( 29): EQS=0.897, F1=0.839, Halluc= 2.9%
Complex ( 1): EQS=1.000, F1=1.000, Halluc= 0.0%
Correlations with Performance:
complexity_score_vs_eqs r=+0.238 (weak positive)
total_fields_vs_f1 r=+0.233 (weak positive)
max_depth_vs_f1 r=+0.090 (negligible positive)
PRODUCTION READINESS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Quality Tier: Tier 2 (Good)
Production Ready: ✅ YES
Recommendation: DEPLOY WITH CONFIDENCE
Model demonstrates strong extraction capability across
the benchmark. Suitable for production use.
PERFORMANCE
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Throughput: 0.47 samples/second
Total Duration: 1011.17 seconds
Avg per Sample: 2.12 seconds