Affordable Housing Policy and Incentives Multi-Hop QA Dataset
- Records
- 5000
- Size
- 0.4GB
- Format
- JSON
- Provider
MOBIUSI INC- Updated
- v1.02026-11-05
This dataset organizes affordable housing policy text covering eligibility conditions, income and housing requirements, development obligations, and available incentives, alongside questions, answers, conclusions, and reasoning steps that require combining multiple clauses. It supports determining whether a project meets policy conditions and deriving a potential application path or set of options. Use it to train and evaluate models for housing policy analysis, multi-hop question answering, and project eligibility assessment.
Overview
Dataset Insights
Preview
Sample Examples
Schema
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| answer | string | A clear conclusion or direct response to the question. |
| question | string | A housing policy question that requires combining multiple clauses in the policy text. |
| policy_text | string | Original housing policy text used as the basis for reasoning, including eligibility conditions, income or housing requirements, development obligations, and incentive provisions. |
| project_path | string | A potential project application pathway or set of options derived from policy conditions, development obligations, and available incentives. |
| reasoning_steps | array | An ordered, multi-step reasoning process that combines relevant policy clauses to reach a conclusion. |
| supporting_clauses | string | Policy clauses and related information that support the answer and reasoning conclusion. |
| eligibility_conclusion | string | States whether the project meets the policy's eligibility conditions and summarizes the key factors behind the conclusion. |
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?
- Each example pairs housing policy text with a question and answer, and may include reasoning steps, an eligibility conclusion, a project pathway, and supporting clauses. Topics include eligibility conditions, income or housing requirements, development obligations, and incentives.
- How does it support multi-hop reasoning?
- Questions require combining multiple policy conditions or clauses. The reasoning steps and supporting clauses can help train or evaluate a model's ability to integrate information, match conditions, and produce conclusions.
- How can I access the dataset?
- Check the product page for available download or delivery options and specific details such as file format and sample count. If these details are not listed, contact the provider for confirmation.
- What are the licensing and usage terms?
- The applicable license or agreement on the product page governs permitted use. Before commercial deployment, redistribution, or other specialized use, verify the rights associated with the policy text and the dataset.
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Cite this Work
@dataset{Mobiusi2026,
title={Affordable Housing Policy and Incentives Multi-Hop QA Dataset},
author={MOBIUSI INC},
year={2026},
url={https://www.mobiusi.com/datasets/4010544766d34ce26e9c5699c752b90d?cate=3},
urldate={2026-10-19},
keywords={affordable housing policy dataset,housing policy QA,multi-hop reasoning data,housing eligibility assessment,housing development obligations,housing incentives,policy text analysis,reasoning SFT dataset},
version={1.0}
}Using this in research? Please cite us.