Triple

T9914080
Position Surface form Disambiguated ID Type / Status
Subject Last Action Hero E185822 entity
Predicate screenwriter P2831 FINISHED
Object David Arnott
David Arnott is an American screenwriter and actor best known for co-writing the action-comedy film "Last Action Hero."
 E829687 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: David Arnott | Statement: [Last Action Hero, screenwriter, David Arnott]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: David Arnott
Context triple: [Last Action Hero, screenwriter, David Arnott]
  • A. David Farquharson
    David Farquharson was an architect known for designing South Hall.
  • B. Jonathan Aitken
    Jonathan Aitken is a British former Conservative politician and cabinet minister who became widely known for his high-profile perjury conviction in the late 1990s.
  • C. Richard Hiscott
    Richard Hiscott is an editor known for his work on the television series "Willow."
  • D. Andrew Sturgeon
    Andrew Sturgeon is a relatively obscure individual whose primary distinguishing feature is sharing the surname Sturgeon, with no widely documented public achievements or roles.
  • E. David Sinnott
    David Sinnott was a military leader associated with the defense of Wexford during the Irish Confederate Wars.
  • 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: David Arnott
Triple: [Last Action Hero, screenwriter, David Arnott]
Generated description
David Arnott is an American screenwriter and actor best known for co-writing the action-comedy film "Last Action Hero."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: David Arnott
Target entity description: David Arnott is an American screenwriter and actor best known for co-writing the action-comedy film "Last Action Hero."
  • A. David Farquharson
    David Farquharson was an architect known for designing South Hall.
  • B. Jonathan Aitken
    Jonathan Aitken is a British former Conservative politician and cabinet minister who became widely known for his high-profile perjury conviction in the late 1990s.
  • C. Richard Hiscott
    Richard Hiscott is an editor known for his work on the television series "Willow."
  • D. Andrew Sturgeon
    Andrew Sturgeon is a relatively obscure individual whose primary distinguishing feature is sharing the surname Sturgeon, with no widely documented public achievements or roles.
  • E. David Sinnott
    David Sinnott was a military leader associated with the defense of Wexford during the Irish Confederate Wars.
  • 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_69cdb53ba1ac8190ba655133b81596d7 completed April 2, 2026, 12:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69d20dd82edc8190b405a3969864af77 completed April 5, 2026, 7:23 a.m.
NEDg Description generation batch_69d20ed1f69c819099faa881a9a4368d completed April 5, 2026, 7:27 a.m.
NED2 Entity disambiguation (via description) batch_69d212e3b864819092b8464f5a5ab696 completed April 5, 2026, 7:44 a.m.
Created at: March 30, 2026, 8:41 p.m.