Triple

T16992256

Position	Surface form	Disambiguated ID	Type / Status
Subject	Office of the Mayor of Atlanta	`E412220`	entity
Predicate	oversees	`P46`	FINISHED
Object	Department of Planning and Community Development of Atlanta The Department of Planning and Community Development of Atlanta is a city agency responsible for guiding land use, zoning, urban design, and neighborhood development to support Atlanta’s growth and quality of life.	`E1245037`	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: Department of Planning and Community Development of Atlanta | Statement: [Office of the Mayor of Atlanta, oversees, Department of Planning and Community Development of Atlanta]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Department of Planning and Community Development of Atlanta
Context triple: [Office of the Mayor of Atlanta, oversees, Department of Planning and Community Development of Atlanta]

A. Office of the Mayor of Atlanta
The Office of the Mayor of Atlanta is the executive branch leadership office responsible for governing the City of Atlanta and overseeing its municipal administration and policy direction.
B. City of Atlanta government
The City of Atlanta government is the municipal authority responsible for governing Atlanta, Georgia, including managing city services, policies, and administration.
C. 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.
D. Atlanta Regional Commission
The Atlanta Regional Commission is the regional planning and intergovernmental coordination agency for the Atlanta metropolitan area, overseeing long-range transportation, land use, and community development initiatives.
E. Atlanta-Fulton County Recreation Authority
The Atlanta-Fulton County Recreation Authority is a public agency that owns and oversees major sports and entertainment facilities in Atlanta and Fulton County, Georgia.
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: Department of Planning and Community Development of Atlanta
Triple: [Office of the Mayor of Atlanta, oversees, Department of Planning and Community Development of Atlanta]

Generated description

The Department of Planning and Community Development of Atlanta is a city agency responsible for guiding land use, zoning, urban design, and neighborhood development to support Atlanta’s growth and quality of life.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Department of Planning and Community Development of Atlanta
Target entity description: The Department of Planning and Community Development of Atlanta is a city agency responsible for guiding land use, zoning, urban design, and neighborhood development to support Atlanta’s growth and quality of life.

A. Office of the Mayor of Atlanta
The Office of the Mayor of Atlanta is the executive branch leadership office responsible for governing the City of Atlanta and overseeing its municipal administration and policy direction.
B. City of Atlanta government
The City of Atlanta government is the municipal authority responsible for governing Atlanta, Georgia, including managing city services, policies, and administration.
C. 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.
D. Atlanta Regional Commission
The Atlanta Regional Commission is the regional planning and intergovernmental coordination agency for the Atlanta metropolitan area, overseeing long-range transportation, land use, and community development initiatives.
E. Atlanta-Fulton County Recreation Authority
The Atlanta-Fulton County Recreation Authority is a public agency that owns and oversees major sports and entertainment facilities in Atlanta and Fulton County, Georgia.
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.