transaction_records dict | consistency_constraints listlengths 2 2 | expected_inconsistencies listlengths 1 1 | gold_consistency_summary dict |
|---|---|---|---|
{
"orders": [
{
"order_id": "SO-73502",
"customer_id": "CUS-1842",
"order_date": "2025-03-11T00:00:00",
"status": "shipped",
"currency": "EUR",
"total_amount": 3480,
"line_items": [
{
"sku": "PUMP-18-SS",
"quantity": 6,
"unit_price": ... | [
{
"constraint_id": "C-LINK-02",
"rule_type": "linkage",
"description": "Every invoice order_id must reference an order record present in the order module.",
"involved_modules": [
"orders",
"invoices"
],
"field_paths": [
"orders.order_id",
"invoices.order_id"
],
... | [
{
"finding_id": "F-LINK-02",
"issue_type": "missing_link",
"severity": "critical",
"involved_modules": [
"orders",
"invoices"
],
"record_refs": [
{
"module": "orders",
"record_id": "SO-73502"
},
{
"module": "invoices",
"record_id"... | {
"consistency_status": "inconsistent",
"inconsistency_count": 1,
"affected_modules": [
"orders",
"invoices"
]
} |
{
"orders": [
{
"order_id": "SO-48217",
"customer_id": "CUS-3108",
"order_date": "2025-02-04T00:00:00",
"status": "fulfilled",
"currency": "USD",
"total_amount": 1200,
"line_items": [
{
"sku": "VALVE-40-BR",
"quantity": 12,
"unit_pric... | [
{
"constraint_id": "C-QTY-01",
"rule_type": "quantity",
"description": "For an order marked fulfilled, the sum of shipped quantities for each SKU across its shipments must equal the ordered quantity.",
"involved_modules": [
"orders",
"shipments"
],
"field_paths": [
"orders.... | [
{
"finding_id": "F-QTY-01",
"issue_type": "mismatch",
"severity": "high",
"involved_modules": [
"orders",
"shipments"
],
"record_refs": [
{
"module": "orders",
"record_id": "SO-48217"
},
{
"module": "shipments",
"record_id": "SHP-... | {
"consistency_status": "inconsistent",
"inconsistency_count": 1,
"affected_modules": [
"orders",
"shipments"
]
} |
{
"orders": [
{
"order_id": "SO-61944",
"customer_id": "CUS-7725",
"order_date": "2025-04-02T00:00:00",
"status": "fulfilled",
"currency": "USD",
"total_amount": 2460,
"line_items": [
{
"sku": "FILTER-HX-12",
"quantity": 12,
"unit_pri... | [
{
"constraint_id": "C-CUR-03",
"rule_type": "other",
"description": "A settled payment must use the same currency as its referenced invoice; no currency conversion is recorded in this case.",
"involved_modules": [
"invoices",
"payments"
],
"field_paths": [
"invoices.invoice... | [
{
"finding_id": "F-CUR-03",
"issue_type": "mismatch",
"severity": "high",
"involved_modules": [
"invoices",
"payments"
],
"record_refs": [
{
"module": "invoices",
"record_id": "INV-76209"
},
{
"module": "payments",
"record_id": "P... | {
"consistency_status": "inconsistent",
"inconsistency_count": 1,
"affected_modules": [
"invoices",
"payments"
]
} |
ERP Cross-Module Transaction Consistency Evaluation Dataset
This evaluation dataset organizes related enterprise resource planning (ERP) order, shipment, invoice, and payment records in JSON, together with cross-module relationship and state constraints. It also provides expected inconsistencies and a consistency summary, enabling evaluation of a model's ability to detect missing records, conflicting information, and mismatched relationships. It is suitable for ERP data quality validation, business process audits, and automated evaluation of consistency-checking models.
Technical Specifications
| Field | Type | Description |
|---|---|---|
| transaction_records | object | Source ERP records grouped by module. Empty or absent module collections may indicate missing records. |
| consistency_constraints | array | Rules defining required relationships and state constraints across ERP modules. |
| expected_inconsistencies | array | Gold-standard discrepancies an evaluator should identify from the records and constraints. |
| gold_consistency_summary | object | A benchmark summary derived from the expected inconsistency labels. |
Compliance Statement
| Authorization Type | CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike) |
| Commercial Use | Requires exclusive subscription or authorization contract (monthly or per-invocation charging) |
| Privacy and Anonymization | No PII, no real company names, simulated scenarios follow industry standards |
| Compliance System | Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs |
Source & Contact
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