Triple

T22503358
Position Surface form Disambiguated ID Type / Status
Subject Altran E556330 entity
Predicate founder P104 FINISHED
Object Hubert Martigny
Hubert Martigny is a French entrepreneur best known for co-founding and developing Altran into a major global engineering and technology consulting firm.
E1555334 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: Hubert Martigny | Statement: [Altran, founder, Hubert Martigny]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hubert Martigny
Context triple: [Altran, founder, Hubert Martigny]
  • A. Léon Vaudoyer
    Léon Vaudoyer was a 19th-century French architect known for his influential role in historicist architecture and for designing notable Parisian buildings such as the Conservatoire National des Arts et Métiers.
  • B. Edouard Bugnion
    Edouard Bugnion is a computer scientist and entrepreneur best known as a co-founder and early chief architect of VMware, a pioneering company in virtualization technology.
  • C. Félix Monti
    Félix Monti is an Argentine cinematographer renowned for his work on acclaimed films such as the Academy Award–winning "The Secret in Their Eyes."
  • D. Yves Marmion
    Yves Marmion is a French film producer known for his work on acclaimed European cinema, including the drama "I've Loved You So Long."
  • E. André Calmy
    André Calmy is the husband of Swiss politician and former President Micheline Calmy-Rey.
  • 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: Hubert Martigny
Triple: [Altran, founder, Hubert Martigny]
Generated description
Hubert Martigny is a French entrepreneur best known for co-founding and developing Altran into a major global engineering and technology consulting firm.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hubert Martigny
Target entity description: Hubert Martigny is a French entrepreneur best known for co-founding and developing Altran into a major global engineering and technology consulting firm.
  • A. Léon Vaudoyer
    Léon Vaudoyer was a 19th-century French architect known for his influential role in historicist architecture and for designing notable Parisian buildings such as the Conservatoire National des Arts et Métiers.
  • B. Edouard Bugnion
    Edouard Bugnion is a computer scientist and entrepreneur best known as a co-founder and early chief architect of VMware, a pioneering company in virtualization technology.
  • C. Félix Monti
    Félix Monti is an Argentine cinematographer renowned for his work on acclaimed films such as the Academy Award–winning "The Secret in Their Eyes."
  • D. Yves Marmion
    Yves Marmion is a French film producer known for his work on acclaimed European cinema, including the drama "I've Loved You So Long."
  • E. André Calmy
    André Calmy is the husband of Swiss politician and former President Micheline Calmy-Rey.
  • 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_69e11e555edc81909ca803587dafd747 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f15d5a01888190ba65a05616b63cbe completed April 29, 2026, 1:22 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b9e7caad881909ff0c985655f6a75 completed May 18, 2026, 11:19 p.m.
NEDg Description generation batch_6a0b9f3eac388190878697e55c8d2405 completed May 18, 2026, 11:22 p.m.
NED2 Entity disambiguation (via description) batch_6a0ba149b79c8190abfd2b285f8e3e3c completed May 18, 2026, 11:31 p.m.
Created at: April 16, 2026, 8:50 p.m.