Zoning and Land-Use Regulation Fact Verification Dataset
- Records
- 5000
- Size
- 0.3GB
- Format
- JSON
- Provider
MOBIUSI INC- Updated
- v1.02026-11-05
This dataset covers zoning provisions, permitted uses, development restrictions, and density rules in housing and community planning. Each record pairs a claim to be verified with relevant regulatory, planning, or web text, and includes a verdict, evidence excerpt, rationale, rule category, and provision reference. It supports model training and evaluation for planning information retrieval, regulatory question answering, and development rule checks.
Overview
Dataset Insights
Preview
Sample Examples
Schema
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| verdict | string | The assessment of the claim based on the supplied regulatory or planning text. |
| reasoning | string | An explanation of how the evidence supports or refutes the claim, or why it is insufficient to determine the claim. |
| claim_text | string | The specific claim about zoning, land use, development restrictions, or density rules that requires verification. |
| rule_category | string | The category of planning rule addressed by the claim. |
| regulation_text | string | The source text from a regulation, planning document, or webpage used to verify the claim. |
| evidence_excerpt | string | A passage from the regulatory or planning text that is directly relevant to the verdict. |
| provision_reference | string | The relevant provision number, section title, or other location information extracted from the source text; left blank when the text provides none. |
Trust
Compliance Statement
Authorization Type
Proprietary - Commercial AI Training License (No Redistribution)
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
FAQ
Frequently Asked Questions
- What does the dataset contain?
- Records cover planning claims about zoning provisions, permitted uses, development restrictions, and density rules. They include source regulatory, planning, or web text, along with verdicts, evidence excerpts, rationales, and rule categories.
- How does the dataset support fact verification?
- Each record pairs a specific claim with relevant source-text evidence and provides a verdict and rationale. This supports training or evaluating models to substantiate or refute claims from the text, or identify when the available evidence is insufficient.
- Which tasks and use cases does it support?
- The dataset can support planning regulation fact verification, evidence retrieval, regulatory question answering, rule classification, and rationale generation. It can also assist with zoning compliance reviews and development rule checks.
- What are the dataset size, license, and access options?
- The available information does not specify the record count, license terms, or access method. Check the product listing or contact the provider to confirm dataset size, permitted use, source conditions, and delivery options.
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Cite this Work
@dataset{Mobiusi2026,
title={Zoning and Land-Use Regulation Fact Verification Dataset},
author={MOBIUSI INC},
year={2026},
url={https://www.mobiusi.com/datasets/78e1cea6cb62bf338cd85f4149e2e754?dataset_scene_id=8},
urldate={2026-10-21},
keywords={zoning regulation dataset,land use fact verification,planning rule verification,development restriction data,density rule validation,planning text evidence,housing planning dataset,regulatory QA training},
version={1.0}
}Using this in research? Please cite us.