Triple

T1572597
Position Surface form Disambiguated ID Type / Status
Subject Prince George’s County Fire/EMS Department E33573 entity
Predicate hasAbbreviation P43 FINISHED
Object PGFD/EMS
PGFD/EMS is the combined fire protection and emergency medical services agency serving Prince George’s County, Maryland.
E179514 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: PGFD/EMS | Statement: [Prince George’s County Fire/EMS Department, hasAbbreviation, PGFD/EMS]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: PGFD/EMS
Context triple: [Prince George’s County Fire/EMS Department, hasAbbreviation, PGFD/EMS]
  • A. DCFEMS
    DCFEMS is the primary fire protection and emergency medical services agency serving Washington, D.C.
  • B. EMD
    EMD is the commonly used abbreviation for the Engineering Management Division, a professional group focused on the practice and advancement of engineering management.
  • C. EMD
    EMD is the vehicle registration code assigned to the German town of Emden.
  • D. AGFD
    AGFD is the American Chemical Society’s Division of Agricultural and Food Chemistry, focusing on the chemistry of agriculture, food, and related products.
  • E. FDX
    FDX is the stock ticker symbol for FedEx Corporation, a major American multinational courier delivery and logistics company.
  • 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: PGFD/EMS
Triple: [Prince George’s County Fire/EMS Department, hasAbbreviation, PGFD/EMS]
Generated description
PGFD/EMS is the combined fire protection and emergency medical services agency serving Prince George’s County, Maryland.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: PGFD/EMS
Target entity description: PGFD/EMS is the combined fire protection and emergency medical services agency serving Prince George’s County, Maryland.
  • A. DCFEMS
    DCFEMS is the primary fire protection and emergency medical services agency serving Washington, D.C.
  • B. EMD
    EMD is the commonly used abbreviation for the Engineering Management Division, a professional group focused on the practice and advancement of engineering management.
  • C. EMD
    EMD is the vehicle registration code assigned to the German town of Emden.
  • D. AGFD
    AGFD is the American Chemical Society’s Division of Agricultural and Food Chemistry, focusing on the chemistry of agriculture, food, and related products.
  • E. FDX
    FDX is the stock ticker symbol for FedEx Corporation, a major American multinational courier delivery and logistics company.
  • 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_69a885f11b048190935025a035302715 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a908bb9c648190933fd19bcc1cb9a4 completed March 5, 2026, 4:38 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad4028bc5881909dbe847229dd63bb completed March 8, 2026, 9:23 a.m.
NEDg Description generation batch_69ad41930d208190b34531e3f35fa58b completed March 8, 2026, 9:29 a.m.
NED2 Entity disambiguation (via description) batch_69ad422752348190b42ebc3781a6e8a5 completed March 8, 2026, 9:32 a.m.
Created at: March 4, 2026, 7:27 p.m.