protocol dict | risk_classifier dict | worktype_classifier dict | simops_conflict_detector dict | published_baselines list | pipeline_seconds float64 |
|---|---|---|---|---|---|
{
"honesty": "100% synthetic bilingual Permit-to-Work corpus. No real permits, incidents, PII, or named facilities. Zones/equipment tags are fictional and partly reused from the PetroSafe RAG demo unit for portfolio consistency. About 20% of permits deliberately mismatch free text vs structured flags to simulate docu... | {
"accuracy": 0.888,
"macro_f1": 0.8660594730892965,
"confusion_matrix": {
"labels": [
"low",
"medium",
"high",
"critical"
],
"matrix": [
[
30,
0,
0,
0
],
[
1,
47,
4,
4
],
[
1,... | {
"accuracy": 1,
"macro_f1": 1
} | {
"n_pairs": 260,
"n_conflict": 130,
"n_no_conflict": 130,
"conflict_rate": 0.5,
"rule_breakdown": {
"SIMOPS-01": 26,
"SIMOPS-02": 26,
"SIMOPS-03": 26,
"SIMOPS-04": 26,
"SIMOPS-05": 26
},
"note": "SIMOPS conflict checking is a deterministic rule engine (src/permitguard/rules.py), not a... | [
{
"method": "ContractGuard hybrid TF-IDF + Logistic Regression (Aria AI sibling product)",
"finding": "Site claim: 92% clause-classification accuracy and 100% recall on high-risk clauses, on a synthetic bilingual contract-clause corpus.",
"citation": "Aria AI ContractGuard product page / Hugging Face Sp... | 2.7 |
PermitGuard — Synthetic Bilingual Permit-to-Work Samples
Part of the Aria AI oil, gas & petrochemical technical-validation portfolio
(Aria SafeOps → Control of Work / PTW). Companion model:
alirezaaminzadeh/permitguard-risk-classifier
and Space:
alirezaaminzadeh/permitguard-ptw-risk-classifier.
Data honesty
This corpus is 100% synthetic. There are no real permits, incidents, PII, contractors, or named
facilities. Equipment tags such as T-402 / V-101 / P-205B are fictional placeholders reused from
the sibling PetroSafe RAG demo unit for portfolio consistency. About 19.2% of permits deliberately
mismatch free text vs structured flags (the text claims a precaution that the form did not actually
complete, or vice versa) — this is a designed documentation-gap feature, not a generator bug.
Files
| File | Rows | Description |
|---|---|---|
permits.parquet |
620 | Structured PTW fields + bilingual free text + rule-derived risk_level / fired_rules |
simops_pairs.parquet |
260 | Balanced conflict / no-conflict pairs (5 SIMOPS rules), with JSON of both permit records |
eval_results.json |
— | Held-out text-classifier metrics + SIMOPS distribution |
benchmark_report.json |
— | Headline KPIs + methodology note |
manifest.json |
— | Split IDs, work types, risk levels |
Split: 495 train / 125 test, stratified by risk_level. Non-compliant (at least one risk rule fired): 34.2%.
Related
- Model:
alirezaaminzadeh/permitguard-risk-classifier - Space:
alirezaaminzadeh/permitguard-ptw-risk-classifier - Architectural sibling: ContractGuard (
contractguard-clause-analyzer) - Product: aria-ai.ir
MIT · Aria AI Engineering Team
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