Triple

T16463708
Position Surface form Disambiguated ID Type / Status
Subject Arthur E. Imperatore Sr. E399873 entity
Predicate founded P104 FINISHED
Object A-P-A Transport Corp.
A-P-A Transport Corp. was a major American trucking and freight transportation company known for its extensive less-than-truckload (LTL) services in the northeastern United States.
E1215284 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: A-P-A Transport Corp. | Statement: [Arthur E. Imperatore Sr., founded, A-P-A Transport Corp.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: A-P-A Transport Corp.
Context triple: [Arthur E. Imperatore Sr., founded, A-P-A Transport Corp.]
  • A. Hanson Haulage
    Hanson Haulage is a transport and logistics company specializing in the movement of goods by road.
  • B. National Freight Corporation
    National Freight Corporation was a major British state-owned road haulage and logistics company that played a central role in the UK’s freight transport industry in the mid-20th century.
  • C. Hearst Transportation
    Hearst Transportation is a business division of Hearst Communications focused on providing information, data, and services for the transportation and automotive industries.
  • D. UniFirst Corporation
    UniFirst Corporation is an American company specializing in the manufacture, rental, and servicing of workwear and uniforms for businesses across various industries.
  • E. Montebello Bus Lines
    Montebello Bus Lines is a public transit agency serving the city of Montebello and surrounding communities in Los Angeles County with local and express bus services.
  • 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: A-P-A Transport Corp.
Triple: [Arthur E. Imperatore Sr., founded, A-P-A Transport Corp.]
Generated description
A-P-A Transport Corp. was a major American trucking and freight transportation company known for its extensive less-than-truckload (LTL) services in the northeastern United States.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: A-P-A Transport Corp.
Target entity description: A-P-A Transport Corp. was a major American trucking and freight transportation company known for its extensive less-than-truckload (LTL) services in the northeastern United States.
  • A. Hanson Haulage
    Hanson Haulage is a transport and logistics company specializing in the movement of goods by road.
  • B. National Freight Corporation
    National Freight Corporation was a major British state-owned road haulage and logistics company that played a central role in the UK’s freight transport industry in the mid-20th century.
  • C. Hearst Transportation
    Hearst Transportation is a business division of Hearst Communications focused on providing information, data, and services for the transportation and automotive industries.
  • D. UniFirst Corporation
    UniFirst Corporation is an American company specializing in the manufacture, rental, and servicing of workwear and uniforms for businesses across various industries.
  • E. Montebello Bus Lines
    Montebello Bus Lines is a public transit agency serving the city of Montebello and surrounding communities in Los Angeles County with local and express bus services.
  • 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_69d87f2dac988190b74d6e185fa88ba4 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e32d83687081908450657e1da6f6af completed April 18, 2026, 7:06 a.m.
NED1 Entity disambiguation (via context triple) batch_6a004f555f6081908b1f0d524b6fb9a7 completed May 10, 2026, 9:26 a.m.
NEDg Description generation batch_6a0050c5d4548190a674c1c19f08a9fd completed May 10, 2026, 9:32 a.m.
NED2 Entity disambiguation (via description) batch_6a0051a7ae208190b33d42cc8d4bb21f completed May 10, 2026, 9:36 a.m.
Created at: April 10, 2026, 5:10 a.m.