Restaurant Order-to-Service Workflow Constraint Verification Dataset

#workflow constraint verification #process sequence validation #service violation detection #restaurant service operations #order fulfillment monitoring #food service workflow compliance

3760
0.3GB
JSON
CATL
MOBIUSI INC

Updated:2026-10-29

AI Analysis & Value Prop

Designed for casual dining scenarios, this dataset provides text descriptions of table and seat assignments, ordered items, kitchen dependencies, and service states, alongside proposed order-handling, kitchen, and serving workflows. Each intermediate step is labeled for constraint compliance, with a focus on order ownership, action sequence, and state transitions. It supports process verifier training and evaluation by helping models identify violations during execution rather than judging only the final outcome.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
scenario_text	string	Text describing the restaurant context, including table and seat assignments, order items, kitchen dependencies, and relevant service states.
validation_steps	array	Constraint verification results for each intermediate workflow step.
violation_summary	string	Concise summary of workflow violations, or an empty string when the workflow is fully compliant.
proposed_workflow_text	string	Text describing the ordered sequence of order handling, kitchen, and service actions to be evaluated.
overall_workflow_compliant	boolean	Whether every evaluated step satisfies the applicable order ownership, operation sequence, and state transition constraints.

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 includes a restaurant scenario, a proposed order-handling and serving workflow, step-by-step validation results, an overall compliance label, and a violation summary. Scenarios may cover tables, seats, order items, kitchen dependencies, and service states.

Which workflow issues can the labels verify?: The labels check whether intermediate steps satisfy applicable constraints, especially whether an order is assigned to the correct table or seat, actions occur in the required sequence, and service states transition validly. Violation summaries help identify the issues.

Which training and evaluation tasks does it support?: It supports process verifier training and evaluation, step-level constraint checking, restaurant workflow compliance review, and violation step detection. The annotations focus on execution steps rather than judging only the final outcome.

How can I obtain the data, and what are the license terms?: Refer to the product page for available samples, field specifications, and delivery details, and confirm that the format and coverage meet your requirements. Access methods, license scope, and commercial use conditions are governed by the applicable product license.

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Cite this Work

@dataset{Mobiusi2026,
  title={Restaurant Order-to-Service Workflow Constraint Verification Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/31eb923ba93a526360627c6d3f1fda79?cate=3},
  urldate={2026-10-21},
  keywords={restaurant order workflow dataset,serving workflow verification,restaurant constraint checking,process verifier training,order ownership validation,kitchen coordination workflow,service state transitions,restaurant workflow evaluation},
  version={1.0}
}

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