Triple

T6714054
Position Surface form Disambiguated ID Type / Status
Subject Mahoning Valley E153217 entity
Predicate hasAirport P105 FINISHED
Object Youngstown–Warren Regional Airport
Youngstown–Warren Regional Airport is a public airport in northeastern Ohio serving the Youngstown–Warren metropolitan area and the broader Mahoning Valley region.
E613215 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: Youngstown–Warren Regional Airport | Statement: [Mahoning Valley, hasAirport, Youngstown–Warren Regional Airport]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Youngstown–Warren Regional Airport
Context triple: [Mahoning Valley, hasAirport, Youngstown–Warren Regional Airport]
  • A. Akron–Canton Airport
    Akron–Canton Airport is a regional airport in northeastern Ohio serving the Akron and Canton metropolitan areas with commercial passenger flights.
  • B. Akron Fulton International Airport
    Akron Fulton International Airport is a public airport in Akron, Ohio, primarily serving general aviation and corporate aircraft rather than major commercial airline traffic.
  • C. Wheeling Ohio County Airport
    Wheeling Ohio County Airport is a public airport serving the Wheeling area in Ohio County, West Virginia, providing general aviation and regional air services.
  • D. Cincinnati Municipal Lunken Airport
    Cincinnati Municipal Lunken Airport is a public airport serving the Cincinnati, Ohio area, known primarily for general aviation, corporate, and charter flights.
  • E. Allegheny County Airport
    Allegheny County Airport is a public airport serving the Pittsburgh, Pennsylvania area, primarily handling general aviation and acting as a reliever to Pittsburgh International Airport.
  • 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: Youngstown–Warren Regional Airport
Triple: [Mahoning Valley, hasAirport, Youngstown–Warren Regional Airport]
Generated description
Youngstown–Warren Regional Airport is a public airport in northeastern Ohio serving the Youngstown–Warren metropolitan area and the broader Mahoning Valley region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Youngstown–Warren Regional Airport
Target entity description: Youngstown–Warren Regional Airport is a public airport in northeastern Ohio serving the Youngstown–Warren metropolitan area and the broader Mahoning Valley region.
  • A. Akron–Canton Airport
    Akron–Canton Airport is a regional airport in northeastern Ohio serving the Akron and Canton metropolitan areas with commercial passenger flights.
  • B. Akron Fulton International Airport
    Akron Fulton International Airport is a public airport in Akron, Ohio, primarily serving general aviation and corporate aircraft rather than major commercial airline traffic.
  • C. Wheeling Ohio County Airport
    Wheeling Ohio County Airport is a public airport serving the Wheeling area in Ohio County, West Virginia, providing general aviation and regional air services.
  • D. Cincinnati Municipal Lunken Airport
    Cincinnati Municipal Lunken Airport is a public airport serving the Cincinnati, Ohio area, known primarily for general aviation, corporate, and charter flights.
  • E. Allegheny County Airport
    Allegheny County Airport is a public airport serving the Pittsburgh, Pennsylvania area, primarily handling general aviation and acting as a reliever to Pittsburgh International Airport.
  • 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_69c68809b4608190a2509ddb5ab87f05 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d122d6cc81909bde0c94fb95f016 completed March 27, 2026, 6:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70096e05c8190abfa90996db37eeb completed March 27, 2026, 10:11 p.m.
NEDg Description generation batch_69c701fa048c819091585d2bd4afe06a completed March 27, 2026, 10:17 p.m.
NED2 Entity disambiguation (via description) batch_69c7028710788190b054c7cfd28a6812 completed March 27, 2026, 10:19 p.m.
Created at: March 27, 2026, 2:07 p.m.