Triple

T21118584
Position Surface form Disambiguated ID Type / Status
Subject Town of Benson government E520362 entity
Predicate hasSubdivision P747 FINISHED
Object Benson planning and zoning department
The Benson planning and zoning department is the municipal office responsible for guiding land use, development, and zoning regulations within the Town of Benson.
E1468172 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: Benson planning and zoning department | Statement: [Town of Benson government, hasSubdivision, Benson planning and zoning department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benson planning and zoning department
Context triple: [Town of Benson government, hasSubdivision, Benson planning and zoning department]
  • A. Canton Planning and Zoning Department
    The Canton Planning and Zoning Department is a municipal agency responsible for guiding land use, development, and zoning decisions within the city of Canton.
  • B. Planning Department (Baltimore City)
    The Planning Department of Baltimore City is the municipal agency responsible for guiding the city’s physical development, land use, and long-term urban planning policies.
  • C. Alexandria Department of Planning and Zoning
    The Alexandria Department of Planning and Zoning is the municipal agency responsible for guiding land use, development, and urban planning policy in the City of Alexandria.
  • D. Dennis Planning Department
    The Dennis Planning Department is a municipal agency in Dennis, Massachusetts responsible for guiding land use, development, and long-range community planning within the town.
  • E. Greenfield Planning Department
    The Greenfield Planning Department is a municipal agency responsible for guiding land use, development, and long-term community planning within the City of Greenfield.
  • 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: Benson planning and zoning department
Triple: [Town of Benson government, hasSubdivision, Benson planning and zoning department]
Generated description
The Benson planning and zoning department is the municipal office responsible for guiding land use, development, and zoning regulations within the Town of Benson.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Benson planning and zoning department
Target entity description: The Benson planning and zoning department is the municipal office responsible for guiding land use, development, and zoning regulations within the Town of Benson.
  • A. Canton Planning and Zoning Department
    The Canton Planning and Zoning Department is a municipal agency responsible for guiding land use, development, and zoning decisions within the city of Canton.
  • B. Planning Department (Baltimore City)
    The Planning Department of Baltimore City is the municipal agency responsible for guiding the city’s physical development, land use, and long-term urban planning policies.
  • C. Alexandria Department of Planning and Zoning
    The Alexandria Department of Planning and Zoning is the municipal agency responsible for guiding land use, development, and urban planning policy in the City of Alexandria.
  • D. Dennis Planning Department
    The Dennis Planning Department is a municipal agency in Dennis, Massachusetts responsible for guiding land use, development, and long-range community planning within the town.
  • E. Greenfield Planning Department
    The Greenfield Planning Department is a municipal agency responsible for guiding land use, development, and long-term community planning within the City of Greenfield.
  • F. None of above. chosen

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_69e0b50a623881909c0bbaf4f2c055e7 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e7223176c48190bfbaea41c2209a15 completed April 21, 2026, 7:07 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0965e5b04c8190addaa49cb9f6ad06 completed May 17, 2026, 6:53 a.m.
NEDg Description generation batch_6a0969cd36b081909e24ab92c0b2ab0a completed May 17, 2026, 7:10 a.m.
NED2 Entity disambiguation (via description) batch_6a096b373290819082f45e68772a81e4 completed May 17, 2026, 7:16 a.m.
Created at: April 16, 2026, 2:55 p.m.