Collision Insurance Coverage and Exclusion Reasoning QA Dataset

#coverage eligibility reasoning #policy exclusion analysis #evidence-based question answering #collision insurance claims assessment #auto insurance coverage analysis #policy exclusion verification

5000
0.4GB
JSON
CATL
MOBIUSI INC

Updated:2026-10-25

AI Analysis & Value Prop

This dataset presents question-and-answer examples for assessing vehicle collision insurance claims, combining policy terms, vehicle and coverage information, accident facts, and specific questions. The examples connect key evidence about coverage activation, the policy definition of a collision, and applicable exclusions to determine whether a loss is covered. Each example includes a determination, reasoning, supporting evidence, and a concise answer, making the dataset suitable for reasoning SFT, evaluation, and claims analysis.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
answer	string	Concise response to the question, consistent with the final coverage determination and supporting evidence.
question	string	The user question asking whether the described loss falls within collision coverage.
reasoning	string	Step-by-step explanation linking coverage status, the collision definition, accident facts, and exclusions to the final determination.
policy_terms	string	Source text containing relevant coverage conditions, collision definitions, and exclusions.
accident_facts	string	Source text describing the incident, the circumstances of the collision, and the resulting loss.
evidence_basis	string	Relevant policy language and accident details that support the reasoning and final determination.
exclusion_status	string	Assessment of whether a relevant policy exclusion applies to the loss.
coverage_determination	string	Final determination of whether the specific loss is covered under collision coverage, based on policy conditions, the collision definition, and applicable exclusions.
coverage_activation_status	string	Assessment of whether the relevant collision coverage was in effect for the vehicle at the time of the incident.
collision_definition_status	string	Assessment of whether the accident facts meet the policy's definition of a collision.
vehicle_coverage_information	string	Source text describing the insured vehicle and relevant coverage details, such as policy status and effective dates.

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?: Each example is structured around a vehicle collision coverage assessment. It includes relevant policy terms, vehicle and coverage information, accident facts, and a question, along with fields for coverage activation, collision-definition assessment, exclusions, the final determination, reasoning, evidence, and a concise answer.

Which tasks can this data support?: The data can support multi-hop question answering, insurance coverage assessment, evidence-based reasoning over policy language, and reasoning-focused supervised fine-tuning or evaluation. Select fields such as the question, facts, reasoning, and answer according to the target task.

Does the dataset cover every insurer's policies and accident types?: The dataset focuses on collision coverage conditions, policy definitions of collisions, and related exclusions. It should not be treated as exhaustive coverage of every insurer, policy version, or accident scenario. For actual claims decisions, verify the applicable policy wording and incident documentation.

How can I access the data and confirm its license?: Check the product listing for available formats, delivery options, and license terms. If any details are not listed, contact the provider for confirmation. Verify that the license covers your intended development or commercial use before applying the data.

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Cite this Work

@dataset{Mobiusi2026,
  title={Collision Insurance Coverage and Exclusion Reasoning QA Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/d0a8d8e64d482429470d8cbc25d00948},
  urldate={2026-10-19},
  keywords={collision insurance dataset,auto claims question answering,insurance policy reasoning,collision coverage assessment,insurance exclusions,multi-hop QA data,insurance reasoning training,claims evidence analysis},
  version={1.0}
}

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