Triple

T9537394
Position Surface form Disambiguated ID Type / Status
Subject Government of the City of Philadelphia E230052 entity
Predicate hasDepartment P35 FINISHED
Object Philadelphia Department of Licenses and Inspections
The Philadelphia Department of Licenses and Inspections is the city agency responsible for issuing permits, enforcing building and safety codes, and regulating businesses and properties to protect public health and safety in Philadelphia.
E230052 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Philadelphia Department of Licenses and Inspections | Statement: [Government of the City of Philadelphia, hasDepartment, Philadelphia Department of Licenses and Inspections]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Philadelphia Department of Licenses and Inspections
Context triple: [Government of the City of Philadelphia, hasDepartment, Philadelphia Department of Licenses and Inspections]
  • A. Government of the City of Philadelphia
    The Government of the City of Philadelphia is the municipal administration responsible for governing Philadelphia, Pennsylvania, through its executive, legislative, and related public service departments and agencies.
  • B. Philadelphia Managing Director’s Office
    The Philadelphia Managing Director’s Office is a key executive agency in city government responsible for coordinating and managing the delivery of municipal services and operations across Philadelphia.
  • C. Division of Licensing Services
    The Division of Licensing Services is a New York State government office responsible for regulating, licensing, and overseeing various professions and occupations within the state.
  • D. Lexington Building Department
    The Lexington Building Department is the municipal office responsible for administering building permits, inspections, and code enforcement for construction and development in the Town of Lexington.
  • E. Pennsylvania Bureau of Enforcement and Investigation
    The Pennsylvania Bureau of Enforcement and Investigation is a state agency unit responsible for investigating and enforcing compliance with professional licensing and election laws under the authority of the Secretary of the Commonwealth.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Philadelphia Department of Licenses and Inspections
Triple: [Government of the City of Philadelphia, hasDepartment, Philadelphia Department of Licenses and Inspections]
Generated description
The Philadelphia Department of Licenses and Inspections is the city agency responsible for issuing permits, enforcing building and safety codes, and regulating businesses and properties to protect public health and safety in Philadelphia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Philadelphia Department of Licenses and Inspections
Target entity description: The Philadelphia Department of Licenses and Inspections is the city agency responsible for issuing permits, enforcing building and safety codes, and regulating businesses and properties to protect public health and safety in Philadelphia.
  • A. Government of the City of Philadelphia chosen
    The Government of the City of Philadelphia is the municipal administration responsible for governing Philadelphia, Pennsylvania, through its executive, legislative, and related public service departments and agencies.
  • B. Philadelphia Managing Director’s Office
    The Philadelphia Managing Director’s Office is a key executive agency in city government responsible for coordinating and managing the delivery of municipal services and operations across Philadelphia.
  • C. Division of Licensing Services
    The Division of Licensing Services is a New York State government office responsible for regulating, licensing, and overseeing various professions and occupations within the state.
  • D. Lexington Building Department
    The Lexington Building Department is the municipal office responsible for administering building permits, inspections, and code enforcement for construction and development in the Town of Lexington.
  • E. Pennsylvania Bureau of Enforcement and Investigation
    The Pennsylvania Bureau of Enforcement and Investigation is a state agency unit responsible for investigating and enforcing compliance with professional licensing and election laws under the authority of the Secretary of the Commonwealth.
  • F. None of above.

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69ca847b1b3081908f72bc932c17cc41 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd98ce884c8190a8b3c2dc7c73c2c9 completed April 1, 2026, 10:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69d14c5684308190a9cb2942f7d2f2b0 completed April 4, 2026, 5:37 p.m.
NEDg Description generation batch_69d14ce2abe48190b554d08ca34508b0 completed April 4, 2026, 5:39 p.m.
NED2 Entity disambiguation (via description) batch_69d14d6abc9481909401a8cc097c304d completed April 4, 2026, 5:42 p.m.
Created at: March 30, 2026, 8:01 p.m.