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Home/Construction/Multi-Hop Question Answering Dataset for Zoning and Parcel Development

Multi-Hop Question Answering Dataset for Zoning and Parcel Development

#multi-hop question answering #zoning rule reasoning #development compliance verification #land use planning #zoning compliance assessment #parcel development evaluation

5000
0.3GB
JSON
CATL
MOBIUSI INC

Updated:2026-11-04

AI Analysis & Value Prop

This dataset focuses on parcel development decisions in housing and community planning, pairing parcel descriptions and zoning rules with development proposals, questions, conclusions, and reasoning. Its examples cover permitted uses, density limits, coverage requirements, and overlay zoning, requiring models to connect multiple conditions to assess compliance and identify applicable constraints or missing information. It supports planning-rule reasoning, supervised fine-tuning for question answering, and development proposal compliance evaluation.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
answer	string	A concise response to the question, including whether the development is permitted and its main restrictions.
question	string	The original question asking for an assessment based on parcel information and zoning rules.
reasoning	string	A logically ordered explanation connecting parcel conditions, permitted uses, density or coverage limits, and overlay zoning rules to reach the conclusion.
zoning_rules	string	Source text describing permitted uses, density limits, coverage requirements, overlay zoning, and related rules.
compliance_status	string	Assessment of whether the proposal complies with applicable rules; marked as requiring more information when details are insufficient.
parcel_description	string	Source information about the parcel's location, area, current condition, or other details relevant to planning decisions.
development_proposal	string	Source details of the proposed project's use, scale, building density, coverage, and related characteristics.
applicable_constraints	string	A summary of key restrictions, conditions, or information that must be verified for the proposed development.

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

Frequently Asked Questions

What does the dataset contain?: Examples are organized around parcel development questions and include zoning rule text, parcel descriptions, development proposals, user questions, compliance assessments, answers, multi-hop reasoning, and summaries of applicable constraints.

How does the dataset support multi-step reasoning?: Questions require connecting parcel conditions with rules such as permitted uses, density or coverage limits, and overlay zoning before assessing a proposal. The reasoning and answer fields can support reasoning-focused supervised fine-tuning as well as question-answering and compliance evaluation.

Are dataset size and quality metrics specified?: The available information does not specify sample count, geographic coverage, or formal quality metrics. Before acquisition or integration, verify the dataset version, sample size, rule sources, and applicable jurisdictions against your project requirements.

How can I obtain the data and confirm licensing?: Access methods, delivery formats, and licensing terms should be confirmed through the provider's product page or agreement. For commercial use or planning decisions, verify the usage rights and check outputs against current local regulations and professional review.

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Cite this Work

@dataset{Mobiusi2026,
  title={Multi-Hop Question Answering Dataset for Zoning and Parcel Development},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/072b9f2ee978659c2b3d58b4e1f20b8d?dataset_scene_id=18},
  urldate={2026-10-19},
  keywords={zoning question answering,parcel development dataset,urban planning reasoning,development compliance, multi-hop QA data,planning rule SFT,housing planning,parcel use analysis},
  version={1.0}
}

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