Triple

T20212439
Position Surface form Disambiguated ID Type / Status
Subject Kate Humble E493520 entity
Predicate spouse P13 FINISHED
Object Ludo Graham — NE NERFINISHED

How this triple was built (3 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: Ludo Graham | Statement: [Kate Humble, spouse, Ludo Graham]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ludo Graham
Context triple: [Kate Humble, spouse, Ludo Graham]
  • A. John Griffeth
    John Griffeth is best known as the husband of American singer and entertainer Deana Martin, daughter of legendary performer Dean Martin.
  • B. Johnny Brazier
    Johnny Brazier was an American stock car racer best known as a member of the famed Alabama Gang, a group of influential drivers in Southern short-track and NASCAR racing.
  • C. Stuart Graham
    Stuart Graham is a Northern Irish actor known for his work in film, television, and theatre, including roles in politically charged dramas and independent cinema.
  • D. Greg Littlewood
    Greg Littlewood is a cinematographer best known for his work on the cult independent film "SLC Punk!".
  • E. Lionel Burnett
    Lionel Burnett was one of the sons of renowned British-American novelist Frances Hodgson Burnett, best known as the author of "The Secret Garden" and "A Little Princess."
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ludo Graham
Target entity description: Ludo Graham is a British television producer and director known for his work on factual and documentary programmes, and for being married to broadcaster Kate Humble.
  • A. John Griffeth
    John Griffeth is best known as the husband of American singer and entertainer Deana Martin, daughter of legendary performer Dean Martin.
  • B. Johnny Brazier
    Johnny Brazier was an American stock car racer best known as a member of the famed Alabama Gang, a group of influential drivers in Southern short-track and NASCAR racing.
  • C. Stuart Graham
    Stuart Graham is a Northern Irish actor known for his work in film, television, and theatre, including roles in politically charged dramas and independent cinema.
  • D. Greg Littlewood
    Greg Littlewood is a cinematographer best known for his work on the cult independent film "SLC Punk!".
  • E. Lionel Burnett
    Lionel Burnett was one of the sons of renowned British-American novelist Frances Hodgson Burnett, best known as the author of "The Secret Garden" and "A Little Princess."
  • F. None of above. chosen

Provenance (2 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_69da6269614c8190bb40475d9d477358 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e66ed627f48190a8ba638b85977af3 completed April 20, 2026, 6:22 p.m.
Created at: April 11, 2026, 11:38 p.m.