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Home/Retrieval/Dietary-Constraint-Aware Catering Menu Selection Tool-Use Trajectory Dataset

Dietary-Constraint-Aware Catering Menu Selection Tool-Use Trajectory Dataset

#menu retrieval #allergen constraint verification #tool-use planning #workplace catering #dietary restriction management #personalized meal selection

7100
0.4GB
JSON
CATL
MOBIUSI INC

Updated:2026-11-04

AI Analysis & Value Prop

This dataset captures menu-selection workflows for workplace meal delivery, including menu searches, ingredient and allergen checks, identification of diner dietary restrictions, and menu or substitution tool calls. Trajectories include tool requests and responses, feasible menu options, and constraint-satisfaction outcomes, supporting training in evidence-based, stepwise menu selection. It covers the tool-use process from understanding a request through validating a proposed choice, for building dietary-aware catering services.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
tool_trace	array	The ordered sequence of menu, ingredient, allergen, or substitution tool interactions and their outcomes.
raw_trajectory	string	The original trajectory serialized as JSON, including menu queries, tool calls, tool responses, and interaction context.
dietary_constraints	array	The dietary restrictions or allergy requirements identified for the diner.
constraint_satisfied	boolean	Whether the final proposed menu selection satisfies all identified dietary constraints based on the available evidence.
conversation_summary	string	A concise summary of the menu-selection request and the actions taken to address it.
feasible_menu_options	array	Menu items or substitutions judged suitable after checking the available ingredient, allergen, and dietary information.

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?: It includes conversation summaries, dietary constraints, ordered tool calls and responses, feasible menu options, and a flag indicating whether the final selection satisfies the constraints. Original trajectories are serialized as JSON and cover menu, ingredient, allergen, and substitution interactions.

Which capabilities can this data support?: It can support training and evaluation for tool calling, menu retrieval, dietary constraint validation, allergen screening, and substitution generation. It is also suitable for developing dietary-aware assistants for catering and workplace meal delivery.

How should I assess whether a suggested option is safe?: The records capture available ingredient and allergen information alongside constraint-satisfaction outcomes, supporting evidence-based menu filtering. In real-world use, verify current recipes, cross-contact risks, and information completeness; dataset labels are not medical advice or an absolute safety guarantee.

How can I obtain the data, and what are the licensing terms?: Use the download or delivery method provided on the dataset product page, and check its license scope, commercial-use permissions, and redistribution restrictions before use. No specific license terms are stated here.

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Cite this Work

@dataset{Mobiusi2026,
  title={Dietary-Constraint-Aware Catering Menu Selection Tool-Use Trajectory Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/249aa09b5b17a25f60642febd076c496?dataset_task_cate_id=10},
  urldate={2026-10-21},
  keywords={catering menu dataset,workplace meal delivery data,dietary constraint tool use,allergen screening data,menu selection trajectories,catering assistant training,tool-use training data,menu substitution recommendations},
  version={1.0}
}

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