Triple

T9913090
Position Surface form Disambiguated ID Type / Status
Subject Ziegler E185795 entity
Predicate notableBearer P458 FINISHED
Object Bernard Ziegler
Bernard Ziegler was a French aerospace engineer best known for pioneering the use of digital fly-by-wire control systems in commercial airliners at Airbus.
E854692 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: Bernard Ziegler | Statement: [Ziegler, notableBearer, Bernard Ziegler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bernard Ziegler
Context triple: [Ziegler, notableBearer, Bernard Ziegler]
  • A. Bernard Zehrfuss
    Bernard Zehrfuss was a prominent 20th-century French architect known for his modernist public and institutional buildings.
  • B. Pierre Hohenberg
    Pierre Hohenberg was a theoretical physicist best known for co-formulating the Hohenberg–Kohn theorems, which laid the mathematical foundation of modern density functional theory in quantum mechanics.
  • C. Jean-Pierre Blazy
    Jean-Pierre Blazy is a French politician known for serving as the long-time mayor of the suburban Parisian commune of Gonesse.
  • D. Boris Dilliès
    Boris Dilliès is a Belgian politician known for serving as the mayor of the Brussels municipality of Uccle.
  • E. Michel Berger
    Michel Berger was a renowned French singer-songwriter, composer, and producer, celebrated for his influential contributions to French pop music and his collaborations with artists such as France Gall.
  • 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: Bernard Ziegler
Triple: [Ziegler, notableBearer, Bernard Ziegler]
Generated description
Bernard Ziegler was a French aerospace engineer best known for pioneering the use of digital fly-by-wire control systems in commercial airliners at Airbus.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bernard Ziegler
Target entity description: Bernard Ziegler was a French aerospace engineer best known for pioneering the use of digital fly-by-wire control systems in commercial airliners at Airbus.
  • A. Bernard Zehrfuss
    Bernard Zehrfuss was a prominent 20th-century French architect known for his modernist public and institutional buildings.
  • B. Pierre Hohenberg
    Pierre Hohenberg was a theoretical physicist best known for co-formulating the Hohenberg–Kohn theorems, which laid the mathematical foundation of modern density functional theory in quantum mechanics.
  • C. Jean-Pierre Blazy
    Jean-Pierre Blazy is a French politician known for serving as the long-time mayor of the suburban Parisian commune of Gonesse.
  • D. Boris Dilliès
    Boris Dilliès is a Belgian politician known for serving as the mayor of the Brussels municipality of Uccle.
  • E. Michel Berger
    Michel Berger was a renowned French singer-songwriter, composer, and producer, celebrated for his influential contributions to French pop music and his collaborations with artists such as France Gall.
  • 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_69ca829b45f481909040f7b99a1976ed completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cdb53a300481909d917e487d8aab56 completed April 2, 2026, 12:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69d71c3fa4b88190be4ce7b64335a99f completed April 9, 2026, 3:25 a.m.
NEDg Description generation batch_69d71f76e3cc8190b21a5fe8825caa2b completed April 9, 2026, 3:39 a.m.
NED2 Entity disambiguation (via description) batch_69d7319938ec8190a4a1a5f09832e3e3 completed April 9, 2026, 4:56 a.m.
Created at: March 30, 2026, 8:41 p.m.