Triple

T2229985
Position Surface form Disambiguated ID Type / Status
Subject South African Airways E48741 entity
Predicate hasSubsidiary P254 FINISHED
Object Air Chefs
Air Chefs is an airline catering company that provides in-flight meals and related services, primarily supporting South African Airways and other carriers.
 E245440 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: Air Chefs | Statement: [South African Airways, hasSubsidiary, Air Chefs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Air Chefs
Context triple: [South African Airways, hasSubsidiary, Air Chefs]
  • A. Pilots
    The Pilots are the athletic teams representing the University of Portland in NCAA Division I sports.
  • B. Chefs de France
    Chefs de France is a popular table-service French restaurant located in the France Pavilion at EPCOT in Walt Disney World Resort.
  • C. Cook
    Cook is a surname shared by various notable individuals, including members of singer-songwriter Alicia Keys' family.
  • D. Charlie the cook
    Charlie the cook is a supporting character in the 1933 adventure film "Son of Kong," serving as the ship’s cook and providing comic relief during the expedition.
  • E. Wingo
    Wingo is a Colombian low-cost airline operating domestic and international flights across Latin America and the Caribbean.
  • 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: Air Chefs
Triple: [South African Airways, hasSubsidiary, Air Chefs]
Generated description
Air Chefs is an airline catering company that provides in-flight meals and related services, primarily supporting South African Airways and other carriers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Air Chefs
Target entity description: Air Chefs is an airline catering company that provides in-flight meals and related services, primarily supporting South African Airways and other carriers.
  • A. Pilots
    The Pilots are the athletic teams representing the University of Portland in NCAA Division I sports.
  • B. Chefs de France
    Chefs de France is a popular table-service French restaurant located in the France Pavilion at EPCOT in Walt Disney World Resort.
  • C. Cook
    Cook is a surname shared by various notable individuals, including members of singer-songwriter Alicia Keys' family.
  • D. Charlie the cook
    Charlie the cook is a supporting character in the 1933 adventure film "Son of Kong," serving as the ship’s cook and providing comic relief during the expedition.
  • E. Wingo
    Wingo is a Colombian low-cost airline operating domestic and international flights across Latin America and the Caribbean.
  • 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_69a88aa51b388190949868ec9766e587 completed March 4, 2026, 7:40 p.m.
NER Named-entity recognition batch_69abc069e0ac8190bcda8cba9f5c7a5d completed March 7, 2026, 6:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae656a1f788190a08c3283bfedb6f4 completed March 9, 2026, 6:15 a.m.
NEDg Description generation batch_69ae65d4f26481909808c97b95ca9b30 completed March 9, 2026, 6:16 a.m.
NED2 Entity disambiguation (via description) batch_69ae6670b6d88190a09023fae63f4000 completed March 9, 2026, 6:19 a.m.
Created at: March 4, 2026, 7:47 p.m.