Triple

T18224610

Position	Surface form	Disambiguated ID	Type / Status
Subject	Town of Wake Forest government	`E436390`	entity
Predicate	hasDepartment	`P35`	FINISHED
Object	Wake Forest Public Works Department The Wake Forest Public Works Department is a municipal agency responsible for maintaining and improving the town’s infrastructure, including streets, sanitation, and public spaces.	`E1312716`	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: Wake Forest Public Works Department | Statement: [Town of Wake Forest government, hasDepartment, Wake Forest Public Works Department]

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

Target entity: Wake Forest Public Works Department
Context triple: [Town of Wake Forest government, hasDepartment, Wake Forest Public Works Department]

A. Wake Forest Police Department
The Wake Forest Police Department is the municipal law enforcement agency responsible for public safety, crime prevention, and community policing in the town of Wake Forest, North Carolina.
B. Wake Forest Fire Department
The Wake Forest Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in the town of Wake Forest, North Carolina.
C. Wake Forest Parks, Recreation & Cultural Resources Department
The Wake Forest Parks, Recreation & Cultural Resources Department is the municipal agency responsible for managing the town’s parks, recreational programs, and cultural activities in Wake Forest, North Carolina.
D. Wake Forest University Athletics Department
The Wake Forest University Athletics Department is the administrative body that oversees and manages the university’s NCAA Division I athletic programs, including the Demon Deacons teams.
E. Wake Forest University Board of Trustees
The Wake Forest University Board of Trustees is the institution’s primary governing body, responsible for overseeing its strategic direction, financial health, and overall governance.
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: Wake Forest Public Works Department
Triple: [Town of Wake Forest government, hasDepartment, Wake Forest Public Works Department]

Generated description

The Wake Forest Public Works Department is a municipal agency responsible for maintaining and improving the town’s infrastructure, including streets, sanitation, and public spaces.

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

Target entity: Wake Forest Public Works Department
Target entity description: The Wake Forest Public Works Department is a municipal agency responsible for maintaining and improving the town’s infrastructure, including streets, sanitation, and public spaces.

A. Wake Forest Police Department
The Wake Forest Police Department is the municipal law enforcement agency responsible for public safety, crime prevention, and community policing in the town of Wake Forest, North Carolina.
B. Wake Forest Fire Department
The Wake Forest Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in the town of Wake Forest, North Carolina.
C. Wake Forest Parks, Recreation & Cultural Resources Department
The Wake Forest Parks, Recreation & Cultural Resources Department is the municipal agency responsible for managing the town’s parks, recreational programs, and cultural activities in Wake Forest, North Carolina.
D. Wake Forest University Athletics Department
The Wake Forest University Athletics Department is the administrative body that oversees and manages the university’s NCAA Division I athletic programs, including the Demon Deacons teams.
E. Wake Forest University Board of Trustees
The Wake Forest University Board of Trustees is the institution’s primary governing body, responsible for overseeing its strategic direction, financial health, and overall governance.
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_69d8b9103a8081908bbb0836fef10efd`	completed	April 10, 2026, 8:47 a.m.
NER	Named-entity recognition	`batch_69e4e47e5e8c819095454b6557a5d5a5`	completed	April 19, 2026, 2:19 p.m.
NED1	Entity disambiguation (via context triple)	`batch_6a039f1fd2e48190b7d20d3b72d61e7a`	completed	May 12, 2026, 9:44 p.m.
NEDg	Description generation	`batch_6a039fcd9548819088b6f89a24e5f14e`	completed	May 12, 2026, 9:46 p.m.
NED2	Entity disambiguation (via description)	`batch_6a03a14b22208190b4f18bff55367dc9`	completed	May 12, 2026, 9:53 p.m.

Created at: April 10, 2026, 10:32 a.m.