Triple

T16992304
Position Surface form Disambiguated ID Type / Status
Subject City of Atlanta government E412221 entity
Predicate hasOffice P1268 FINISHED
Object Office of Zoning and Development
The Office of Zoning and Development is a City of Atlanta agency responsible for managing land use, zoning regulations, and development review to guide the city’s growth and urban planning.
E1245053 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: Office of Zoning and Development | Statement: [City of Atlanta government, hasOffice, Office of Zoning and Development]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Office of Zoning and Development
Context triple: [City of Atlanta government, hasOffice, Office of Zoning and Development]
  • A. Office of Community Planning and Development
    The Office of Community Planning and Development is a division of the U.S. Department of Housing and Urban Development that administers federal programs supporting affordable housing, community development, and services for vulnerable populations.
  • B. Office of Planning and Development
    The Office of Planning and Development is a New York State government agency responsible for guiding community development, land use, and coastal management policies under the direction of the Secretary of State.
  • C. Department of Development Services
    The Department of Development Services is a Prince William County government agency responsible for overseeing land development, construction permitting, inspections, and related regulatory services within the county.
  • D. Development & Planning Authority
    The Development & Planning Authority is a governmental body responsible for overseeing land use, development control, and planning policy within the jurisdiction of the States of Deliberation.
  • E. Zoning Administration Division
    The Zoning Administration Division is a unit within Fairfax County’s Department of Planning and Development responsible for interpreting, administering, and enforcing the county’s zoning regulations and ordinances.
  • 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: Office of Zoning and Development
Triple: [City of Atlanta government, hasOffice, Office of Zoning and Development]
Generated description
The Office of Zoning and Development is a City of Atlanta agency responsible for managing land use, zoning regulations, and development review to guide the city’s growth and urban planning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Office of Zoning and Development
Target entity description: The Office of Zoning and Development is a City of Atlanta agency responsible for managing land use, zoning regulations, and development review to guide the city’s growth and urban planning.
  • A. Office of Community Planning and Development
    The Office of Community Planning and Development is a division of the U.S. Department of Housing and Urban Development that administers federal programs supporting affordable housing, community development, and services for vulnerable populations.
  • B. Office of Planning and Development
    The Office of Planning and Development is a New York State government agency responsible for guiding community development, land use, and coastal management policies under the direction of the Secretary of State.
  • C. Department of Development Services
    The Department of Development Services is a Prince William County government agency responsible for overseeing land development, construction permitting, inspections, and related regulatory services within the county.
  • D. Development & Planning Authority
    The Development & Planning Authority is a governmental body responsible for overseeing land use, development control, and planning policy within the jurisdiction of the States of Deliberation.
  • E. Zoning Administration Division
    The Zoning Administration Division is a unit within Fairfax County’s Department of Planning and Development responsible for interpreting, administering, and enforcing the county’s zoning regulations and ordinances.
  • 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_69d886cb581c8190ab05f4b429c9cd85 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3d283d2388190a78bf8d179e83fdc completed April 18, 2026, 6:50 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00dc14d5688190945f7ae72f724922 completed May 10, 2026, 7:27 p.m.
NEDg Description generation batch_6a0114d5aeb0819086f1a5d279ac0d0f completed May 10, 2026, 11:29 p.m.
NED2 Entity disambiguation (via description) batch_6a0115c967b0819088e2335fd45d755b completed May 10, 2026, 11:33 p.m.
Created at: April 10, 2026, 5:32 a.m.