Triple

T13802140
Position Surface form Disambiguated ID Type / Status
Subject Grand Theft Auto franchise E331666 entity
Predicate notableDesigner P184 FINISHED
Object Leslie Benzies
Leslie Benzies is a Scottish video game producer and designer best known for his leading role in developing the Grand Theft Auto series at Rockstar Games.
E1062236 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: Leslie Benzies | Statement: [Grand Theft Auto franchise, notableDesigner, Leslie Benzies]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Leslie Benzies
Context triple: [Grand Theft Auto franchise, notableDesigner, Leslie Benzies]
  • A. Derek Nimmo
    Derek Nimmo was a British actor and comedian best known for his portrayals of bumbling upper-class clergymen and his frequent appearances on BBC radio and television panel shows.
  • B. Duncan Ferguson
    Duncan Ferguson is a former Scottish professional footballer and coach, best known as a powerful Everton striker in the 1990s and 2000s who later moved into football management.
  • C. Nick Baines
    Nick Baines is an English Anglican bishop and former Bishop of Bradford who became the first diocesan bishop of the newly created Diocese of Leeds.
  • D. Dougie Payne
    Dougie Payne is a Scottish musician best known as the longtime bassist and backing vocalist for the rock band Travis.
  • E. Douglas Shearer
    Douglas Shearer was a pioneering Canadian-American sound engineer and special effects designer in Hollywood, renowned for his groundbreaking work at MGM and multiple Academy Awards.
  • 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: Leslie Benzies
Triple: [Grand Theft Auto franchise, notableDesigner, Leslie Benzies]
Generated description
Leslie Benzies is a Scottish video game producer and designer best known for his leading role in developing the Grand Theft Auto series at Rockstar Games.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Leslie Benzies
Target entity description: Leslie Benzies is a Scottish video game producer and designer best known for his leading role in developing the Grand Theft Auto series at Rockstar Games.
  • A. Derek Nimmo
    Derek Nimmo was a British actor and comedian best known for his portrayals of bumbling upper-class clergymen and his frequent appearances on BBC radio and television panel shows.
  • B. Duncan Ferguson
    Duncan Ferguson is a former Scottish professional footballer and coach, best known as a powerful Everton striker in the 1990s and 2000s who later moved into football management.
  • C. Nick Baines
    Nick Baines is an English Anglican bishop and former Bishop of Bradford who became the first diocesan bishop of the newly created Diocese of Leeds.
  • D. Dougie Payne
    Dougie Payne is a Scottish musician best known as the longtime bassist and backing vocalist for the rock band Travis.
  • E. Douglas Shearer
    Douglas Shearer was a pioneering Canadian-American sound engineer and special effects designer in Hollywood, renowned for his groundbreaking work at MGM and multiple Academy Awards.
  • 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_69d81c59f8808190a851bc56afdc55e9 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de025ded6c8190851c108ae559a355 completed April 14, 2026, 9:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7b08bd7c48190bcdf110ccd27c003 completed May 3, 2026, 8:31 p.m.
NEDg Description generation batch_69f7b25c9e5881909d526b38096d6446 completed May 3, 2026, 8:38 p.m.
NED2 Entity disambiguation (via description) batch_69f7b2f1b3848190bc30537d5092ee07 completed May 3, 2026, 8:41 p.m.
Created at: April 9, 2026, 10:12 p.m.