Triple

T16992291

Position	Surface form	Disambiguated ID	Type / Status
Subject	City of Atlanta government	`E412221`	entity
Predicate	hasOffice	`P1268`	FINISHED
Object	Department of Public Works The Department of Public Works is a municipal agency responsible for essential city services such as street maintenance, sanitation, and public infrastructure management in Atlanta.	`E1245042`	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 Public Works | Statement: [City of Atlanta government, hasOffice, Department of Public Works]

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

Target entity: Department of Public Works
Context triple: [City of Atlanta government, hasOffice, Department of Public Works]

A. Department of Public Works
The Department of Public Works is a local government agency responsible for planning, building, and maintaining public infrastructure and services such as roads, facilities, and environmental management within Prince William County.
B. Public Works Engineering Department
The Public Works Engineering Department is an academic unit specializing in civil and infrastructure engineering within the Faculty of Engineering at Mansoura University.
C. Directorate of Public Works
The Directorate of Public Works is the U.S. Army Garrison West Point office responsible for planning, maintaining, and managing the installation’s infrastructure, facilities, and environmental services.
D. Department of Public Works and Communications
The Department of Public Works and Communications was a former Philippine government agency responsible for overseeing national infrastructure development and telecommunications before its functions were reorganized under successor departments.
E. Department of Buildings
The Department of Buildings is a municipal agency in the Town of Hempstead responsible for regulating construction, enforcing building codes, and issuing related permits and inspections.
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 Public Works
Triple: [City of Atlanta government, hasOffice, Department of Public Works]

Generated description

The Department of Public Works is a municipal agency responsible for essential city services such as street maintenance, sanitation, and public infrastructure management in Atlanta.

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

Target entity: Department of Public Works
Target entity description: The Department of Public Works is a municipal agency responsible for essential city services such as street maintenance, sanitation, and public infrastructure management in Atlanta.

A. Department of Public Works
The Department of Public Works is a local government agency responsible for planning, building, and maintaining public infrastructure and services such as roads, facilities, and environmental management within Prince William County.
B. Public Works Engineering Department
The Public Works Engineering Department is an academic unit specializing in civil and infrastructure engineering within the Faculty of Engineering at Mansoura University.
C. Directorate of Public Works
The Directorate of Public Works is the U.S. Army Garrison West Point office responsible for planning, maintaining, and managing the installation’s infrastructure, facilities, and environmental services.
D. Department of Public Works and Communications
The Department of Public Works and Communications was a former Philippine government agency responsible for overseeing national infrastructure development and telecommunications before its functions were reorganized under successor departments.
E. Department of Buildings
The Department of Buildings is a municipal agency in the Town of Hempstead responsible for regulating construction, enforcing building codes, and issuing related permits and inspections.
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.