Triple

T9839628
Position Surface form Disambiguated ID Type / Status
Subject The Specialist E239187 entity
Predicate mainCharacter P1183 FINISHED
Object Ray Quick
Ray Quick is a former CIA explosives expert turned hitman who becomes the central figure in the action thriller film "The Specialist."
E825457 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: Ray Quick | Statement: [The Specialist, mainCharacter, Ray Quick]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ray Quick
Context triple: [The Specialist, mainCharacter, Ray Quick]
  • A. Billy Crawford
    Billy Crawford is a Filipino-American singer, songwriter, dancer, and television host known for his pop and R&B music career and for hosting various talent shows in the Philippines and abroad.
  • B. Shooter McGavin
    Shooter McGavin is the arrogant, antagonistic professional golfer and main rival to the title character in the comedy film "Happy Gilmore."
  • C. John McGiver
    John McGiver was an American character actor known for his distinctive, pompous demeanor and precise diction in numerous films and television shows of the 1950s and 1960s.
  • D. Robert Shortboots
    Robert Shortboots is an alternative name for Robert Curthose, the 11th-century Duke of Normandy and eldest son of William the Conqueror.
  • E. Rod Kimble
    Rod Kimble is the inept but determined amateur stuntman protagonist of the comedy film "Hot Rod," portrayed by Andy Samberg.
  • 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: Ray Quick
Triple: [The Specialist, mainCharacter, Ray Quick]
Generated description
Ray Quick is a former CIA explosives expert turned hitman who becomes the central figure in the action thriller film "The Specialist."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ray Quick
Target entity description: Ray Quick is a former CIA explosives expert turned hitman who becomes the central figure in the action thriller film "The Specialist."
  • A. Billy Crawford
    Billy Crawford is a Filipino-American singer, songwriter, dancer, and television host known for his pop and R&B music career and for hosting various talent shows in the Philippines and abroad.
  • B. Shooter McGavin
    Shooter McGavin is the arrogant, antagonistic professional golfer and main rival to the title character in the comedy film "Happy Gilmore."
  • C. John McGiver
    John McGiver was an American character actor known for his distinctive, pompous demeanor and precise diction in numerous films and television shows of the 1950s and 1960s.
  • D. Robert Shortboots
    Robert Shortboots is an alternative name for Robert Curthose, the 11th-century Duke of Normandy and eldest son of William the Conqueror.
  • E. Rod Kimble
    Rod Kimble is the inept but determined amateur stuntman protagonist of the comedy film "Hot Rod," portrayed by Andy Samberg.
  • 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_69ca84e3f0c48190ada72a65ebd50efd completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cdb34b045481908f89abd576aab497 completed April 2, 2026, 12:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69d1d5d5484c8190a78ccd0e9816ba51 completed April 5, 2026, 3:24 a.m.
NEDg Description generation batch_69d1d9c17a308190818dd21e7e53af9d completed April 5, 2026, 3:40 a.m.
NED2 Entity disambiguation (via description) batch_69d1da4ee3588190aa46d2eeffd0eabd completed April 5, 2026, 3:43 a.m.
Created at: March 30, 2026, 8:33 p.m.