Lignite Mine Safety Procedure Constraint Verification Benchmark Dataset

#Step Constraint Verification #Safety Compliance Assessment #Control Omission Detection #Step Order Detection #Conflict Detection #Open-Pit Mine Safety Review #Mine Procedure Assessment #Safety Requirement Verification #Industry LLM Evaluation
  • 3200
  • 0.3GB
  • JSON
  • CATL
  • MOBIUSI INCMOBIUSI INC
Updated:2026-11-03

AI Analysis & Value Prop

Designed for safety procedures in open-pit lignite mines, this benchmark pairs scenario text specifying risk controls, work-permit conditions, and procedural requirements with candidate responses for evaluation. It provides constraint-compliance annotations for individual steps and identifies omitted controls, ordering errors, and conflicts. The data supports process-verifier training and evaluation, mine safety workflow review, and research on constraint adherence.

Dataset Insights

Sample Examples

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Technical Specifications

FieldTypeDescription
file_namestringFile name
safety_scenariostringThe source text describing an open-pit lignite mine scenario and its explicit safety, risk-control, and work-permit requirements.
omitted_controlsarrayExplicit scenario controls or requirements that are missing from the candidate response.
step_annotationsarrayStep-by-step evaluations of the candidate response against the explicit constraints extracted from the scenario.
overall_rationalestringA concise explanation of the overall assessment, highlighting the most important omissions, ordering errors, or conflicts where applicable.
candidate_responsestringThe source response containing the proposed work procedure or safety-related steps to be evaluated.
overall_assessmentstringThe overall assessment of the candidate response's compliance with the explicit scenario constraints.
extracted_constraintsarrayStructured constraints derived from the scenario, including risk controls, permit requirements, prohibitions, prerequisites, and required step ordering.
sequence_and_conflict_findingsarrayFindings identifying incorrect step ordering or mutually incompatible steps in the candidate response.

Compliance Statement

Authorization TypeProprietary - Commercial AI Training License (No Redistribution)
Commercial UseRequires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and AnonymizationNo PII, no real company names, simulated scenarios follow industry standards
Compliance SystemCompliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

What does the dataset contain?
It includes open-pit lignite mine safety scenarios, candidate work procedures, constraints extracted from each scenario, step-level annotations, omitted controls, sequence and conflict findings, and an overall compliance assessment with rationale.
Which tasks can it support?
The dataset can support training and evaluation for step-level constraint checking, safety compliance assessment, detection of omitted risk controls, procedural order verification, and identification of conflicting steps.
Can it be used to make safety decisions at a mine site?
It is intended for model research, workflow review, and benchmark evaluation. It is not a substitute for current laws and regulations, mine safety procedures, site-specific risk assessments, or decisions by qualified personnel.
How can I obtain the data and confirm its license?
Check the dataset product page or contact the supplier for available formats, access options, and licensing terms. Permitted uses, redistribution rights, and commercial use are governed by the applicable license agreement.

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Cite this Work

@dataset{Mobiusi2026,
  title={Lignite Mine Safety Procedure Constraint Verification Benchmark Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/1511691cb7fd1699fb20befa010e8603?dataset_scene_id=12},
  urldate={2026-10-21},
  keywords={lignite mine safety dataset,open-pit mining safety,mine procedure verification,safety constraint checking,process verifier training,work permit verification,risk control detection,safety compliance benchmark},
  version={1.0}
}

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