Triple

T215755
Position Surface form Disambiguated ID Type / Status
Subject L'Oréal E4816 entity
Predicate majorShareholder P347 FINISHED
Object Bettencourt family
The Bettencourt family is a French billionaire dynasty best known as the founding family and principal heirs of the L'Oréal cosmetics empire.
E27581 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: Bettencourt family | Statement: [L'Oréal, majorShareholder, Bettencourt family]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bettencourt family
Context triple: [L'Oréal, majorShareholder, Bettencourt family]
  • A. Wexner family
    The Wexner family is an American philanthropic and business family best known for its significant charitable contributions to Jewish education, leadership development, and cultural institutions.
  • B. Stanley family
    The Stanley family is a prominent English noble house that long dominated the Isle of Man’s rulership and held significant political influence in northwest England.
  • C. Zuckerberg family
    The Zuckerberg family is the American family of Meta Platforms co-founder Mark Zuckerberg, known for its significant influence in technology and large-scale philanthropic efforts.
  • D. Crown family
    The Crown family is a prominent American family known for its extensive business interests, philanthropy, and influence, particularly in Chicago.
  • E. Kraft family
    The Kraft family is an American business dynasty best known for its ownership of the New England Patriots and its leadership of the diversified holding company, the Kraft Group.
  • 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: Bettencourt family
Triple: [L'Oréal, majorShareholder, Bettencourt family]
Generated description
The Bettencourt family is a French billionaire dynasty best known as the founding family and principal heirs of the L'Oréal cosmetics empire.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bettencourt family
Target entity description: The Bettencourt family is a French billionaire dynasty best known as the founding family and principal heirs of the L'Oréal cosmetics empire.
  • A. Wexner family
    The Wexner family is an American philanthropic and business family best known for its significant charitable contributions to Jewish education, leadership development, and cultural institutions.
  • B. Stanley family
    The Stanley family is a prominent English noble house that long dominated the Isle of Man’s rulership and held significant political influence in northwest England.
  • C. Zuckerberg family
    The Zuckerberg family is the American family of Meta Platforms co-founder Mark Zuckerberg, known for its significant influence in technology and large-scale philanthropic efforts.
  • D. Crown family
    The Crown family is a prominent American family known for its extensive business interests, philanthropy, and influence, particularly in Chicago.
  • E. Kraft family
    The Kraft family is an American business dynasty best known for its ownership of the New England Patriots and its leadership of the diversified holding company, the Kraft Group.
  • 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_69a2575cb1dc8190a01ad332426dc339 completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25c4ca0c8819093f63c6371e2d140 completed Feb. 28, 2026, 3:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69a33e3f66888190a05ddcb0af4d3c5f completed Feb. 28, 2026, 7:13 p.m.
NEDg Description generation batch_69a33ee88af08190bfe81fba01856829 completed Feb. 28, 2026, 7:15 p.m.
NED2 Entity disambiguation (via description) batch_69a34295afa88190aae0d75a337967e3 completed Feb. 28, 2026, 7:31 p.m.
Created at: Feb. 28, 2026, 2:52 a.m.