Triple

T14610891
Position Surface form Disambiguated ID Type / Status
Subject Set It Off E342956 entity
Predicate screenwriter P2831 FINISHED
Object Takashi Bufford
Takashi Bufford is an American screenwriter best known for co-writing the 1996 crime film "Set It Off."
E1109747 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: Takashi Bufford | Statement: [Set It Off, screenwriter, Takashi Bufford]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Takashi Bufford
Context triple: [Set It Off, screenwriter, Takashi Bufford]
  • A. Bryan Bedford
    Bryan Bedford is an American airline executive best known for leading regional carriers such as Chautauqua Airlines and Republic Airways Holdings.
  • B. Bryan Bedford
    Bryan Bedford is the young boy central to the 1994 film "Miracle on 34th Street," whose belief in Santa Claus becomes a key focus of the story.
  • C. Rod Tidwell
    Rod Tidwell is a charismatic, outspoken professional football player in the film "Jerry Maguire," best known for his demand to "show me the money."
  • D. Curtis Watrouse
    Curtis Watrouse is known as the parent of American actor Jesse Bradford.
  • E. Curtis Hixon
    Curtis Hixon was a prominent Tampa, Florida mayor and civic leader whose contributions to the city led to major public landmarks being named in his honor.
  • 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: Takashi Bufford
Triple: [Set It Off, screenwriter, Takashi Bufford]
Generated description
Takashi Bufford is an American screenwriter best known for co-writing the 1996 crime film "Set It Off."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Takashi Bufford
Target entity description: Takashi Bufford is an American screenwriter best known for co-writing the 1996 crime film "Set It Off."
  • A. Bryan Bedford
    Bryan Bedford is an American airline executive best known for leading regional carriers such as Chautauqua Airlines and Republic Airways Holdings.
  • B. Bryan Bedford
    Bryan Bedford is the young boy central to the 1994 film "Miracle on 34th Street," whose belief in Santa Claus becomes a key focus of the story.
  • C. Rod Tidwell
    Rod Tidwell is a charismatic, outspoken professional football player in the film "Jerry Maguire," best known for his demand to "show me the money."
  • D. Curtis Watrouse
    Curtis Watrouse is known as the parent of American actor Jesse Bradford.
  • E. Curtis Hixon
    Curtis Hixon was a prominent Tampa, Florida mayor and civic leader whose contributions to the city led to major public landmarks being named in his honor.
  • 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_69d822dec68081908c2553145c4051dc completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb44f0dd48190a78662b5998a6722 completed April 14, 2026, 9:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69fda91f437c8190ada4d1c3708faedd completed May 8, 2026, 9:13 a.m.
NEDg Description generation batch_69fdb1ad32a4819088e5831f3d74ea4e completed May 8, 2026, 9:49 a.m.
NED2 Entity disambiguation (via description) batch_69fdb316479c81909343196bb89e5e57 completed May 8, 2026, 9:55 a.m.
Created at: April 10, 2026, 1:25 a.m.