Triple

T4462295
Position Surface form Disambiguated ID Type / Status
Subject CTA 2600-series railcars E98283 entity
Predicate manufacturer P490 FINISHED
Object Transit America
Transit America is a railcar manufacturing company known for producing Chicago Transit Authority’s 2600-series rapid transit cars.
E443193 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: Transit America | Statement: [CTA 2600-series railcars, manufacturer, Transit America]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transit America
Context triple: [CTA 2600-series railcars, manufacturer, Transit America]
  • A. Amtrak Thruway Motorcoach
    Amtrak Thruway Motorcoach is a network of intercity bus services that connect communities without rail stations to Amtrak’s passenger train system across various regions in the United States.
  • B. Transit Bureau
    The Transit Bureau is the division of the New York City Police Department responsible for policing and ensuring safety within the city’s public transit system, particularly the subway.
  • C. Greenway Public Transportation
    Greenway Public Transportation is a regional public transit agency providing bus and demand-response services in and around Newton, North Carolina.
  • D. Woodstock Transit
    Woodstock Transit is the municipal public transportation agency serving the city of Woodstock in Ontario, Canada.
  • E. Connect Transit
    Connect Transit is the primary public bus system serving the Bloomington–Normal metropolitan area in Illinois.
  • 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: Transit America
Triple: [CTA 2600-series railcars, manufacturer, Transit America]
Generated description
Transit America is a railcar manufacturing company known for producing Chicago Transit Authority’s 2600-series rapid transit cars.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transit America
Target entity description: Transit America is a railcar manufacturing company known for producing Chicago Transit Authority’s 2600-series rapid transit cars.
  • A. Amtrak Thruway Motorcoach
    Amtrak Thruway Motorcoach is a network of intercity bus services that connect communities without rail stations to Amtrak’s passenger train system across various regions in the United States.
  • B. Transit Bureau
    The Transit Bureau is the division of the New York City Police Department responsible for policing and ensuring safety within the city’s public transit system, particularly the subway.
  • C. Greenway Public Transportation
    Greenway Public Transportation is a regional public transit agency providing bus and demand-response services in and around Newton, North Carolina.
  • D. Woodstock Transit
    Woodstock Transit is the municipal public transportation agency serving the city of Woodstock in Ontario, Canada.
  • E. Connect Transit
    Connect Transit is the primary public bus system serving the Bloomington–Normal metropolitan area in Illinois.
  • 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_69b3454a7c608190944f5455c8031d73 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3567716a4819092a5bc9732e74592 completed March 13, 2026, 12:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69b6284b90708190b557b66bd7533f4e completed March 15, 2026, 3:32 a.m.
NEDg Description generation batch_69b629532cac8190b959adc0ef13305a completed March 15, 2026, 3:36 a.m.
NED2 Entity disambiguation (via description) batch_69b62d9c287c8190a305f9d21517f913 completed March 15, 2026, 3:55 a.m.
Created at: March 12, 2026, 11:34 p.m.