Triple

T7582277

Position	Surface form	Disambiguated ID	Type / Status
Subject	Maryland Institute for Emergency Medical Services Systems	`E179515`	entity
Predicate	worksWith	`P398`	FINISHED
Object	Maryland fire and rescue departments Maryland fire and rescue departments are local emergency response agencies across the state that provide firefighting, rescue, and pre-hospital medical services to the public.	`E33573`	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: Maryland fire and rescue departments | Statement: [Maryland Institute for Emergency Medical Services Systems, worksWith, Maryland fire and rescue departments]

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

Target entity: Maryland fire and rescue departments
Context triple: [Maryland Institute for Emergency Medical Services Systems, worksWith, Maryland fire and rescue departments]

A. Prince George’s County Fire/EMS Department
The Prince George’s County Fire/EMS Department is the combined fire protection and emergency medical services agency serving Prince George’s County, Maryland.
B. Arlington County Fire Department
The Arlington County Fire Department is the professional fire and emergency medical services agency responsible for protecting life and property in Arlington County, Virginia.
C. Fairfax County Fire and Rescue Department
The Fairfax County Fire and Rescue Department is the primary agency providing fire protection, emergency medical services, and rescue operations for Fairfax County, Virginia, one of the largest and most populous jurisdictions in the Washington, D.C. metropolitan area.
D. Germantown Fire Department
The Germantown Fire Department is the municipal fire and emergency response agency serving the city of Germantown, Tennessee.
E. Atlantic Fire Department
The Atlantic Fire Department is the municipal fire and emergency response agency serving the community of Atlantic, Iowa.
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: Maryland fire and rescue departments
Triple: [Maryland Institute for Emergency Medical Services Systems, worksWith, Maryland fire and rescue departments]

Generated description

Maryland fire and rescue departments are local emergency response agencies across the state that provide firefighting, rescue, and pre-hospital medical services to the public.

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

Target entity: Maryland fire and rescue departments
Target entity description: Maryland fire and rescue departments are local emergency response agencies across the state that provide firefighting, rescue, and pre-hospital medical services to the public.

A. Prince George’s County Fire/EMS Department chosen
The Prince George’s County Fire/EMS Department is the combined fire protection and emergency medical services agency serving Prince George’s County, Maryland.
B. Arlington County Fire Department
The Arlington County Fire Department is the professional fire and emergency medical services agency responsible for protecting life and property in Arlington County, Virginia.
C. Fairfax County Fire and Rescue Department
The Fairfax County Fire and Rescue Department is the primary agency providing fire protection, emergency medical services, and rescue operations for Fairfax County, Virginia, one of the largest and most populous jurisdictions in the Washington, D.C. metropolitan area.
D. Germantown Fire Department
The Germantown Fire Department is the municipal fire and emergency response agency serving the city of Germantown, Tennessee.
E. Atlantic Fire Department
The Atlantic Fire Department is the municipal fire and emergency response agency serving the community of Atlantic, Iowa.
F. None of above.

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_69c69f327db881909a21ae3b156f8ded`	completed	March 27, 2026, 3:16 p.m.
NER	Named-entity recognition	`batch_69c6f978341081909e009c410ffc5039`	completed	March 27, 2026, 9:41 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69c8617b8934819094f596e6a037e468`	completed	March 28, 2026, 11:17 p.m.
NEDg	Description generation	`batch_69c862677e008190928ac5b4a47906fc`	completed	March 28, 2026, 11:21 p.m.
NED2	Entity disambiguation (via description)	`batch_69c8630fe8608190afc7b67d9a80240b`	completed	March 28, 2026, 11:24 p.m.

Created at: March 27, 2026, 3:52 p.m.