Triple

T12138973
Position Surface form Disambiguated ID Type / Status
Subject Saw II E289133 entity
Predicate director P255 FINISHED
Object Darren Lynn Bousman
Darren Lynn Bousman is an American film director and screenwriter best known for his work on multiple installments of the Saw horror franchise and other genre films.
E973850 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: Darren Lynn Bousman | Statement: [Saw II, director, Darren Lynn Bousman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Darren Lynn Bousman
Context triple: [Saw II, director, Darren Lynn Bousman]
  • A. Michael Cuesta
    Michael Cuesta is an American film and television director and producer known for his work on series such as Homeland, Dexter, and Six Feet Under.
  • B. Steven S. DeKnight
    Steven S. DeKnight is an American writer, producer, and director best known for his work on genre television series like Spartacus and Marvel's Daredevil, as well as his feature film directing.
  • C. Mark Neveldine
    Mark Neveldine is an American filmmaker best known for co-directing high-energy, hyper-stylized action films such as the Crank series.
  • D. Jon Hurwitz
    Jon Hurwitz is an American screenwriter, producer, and director best known as the co-creator of the Harold & Kumar film series and the Netflix series Cobra Kai.
  • E. David Slade
    David Slade is a British film and television director known for his work in horror and thriller genres, including films like "Hard Candy," "30 Days of Night," and "The Twilight Saga: Eclipse."
  • 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: Darren Lynn Bousman
Triple: [Saw II, director, Darren Lynn Bousman]
Generated description
Darren Lynn Bousman is an American film director and screenwriter best known for his work on multiple installments of the Saw horror franchise and other genre films.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Darren Lynn Bousman
Target entity description: Darren Lynn Bousman is an American film director and screenwriter best known for his work on multiple installments of the Saw horror franchise and other genre films.
  • A. Michael Cuesta
    Michael Cuesta is an American film and television director and producer known for his work on series such as Homeland, Dexter, and Six Feet Under.
  • B. Steven S. DeKnight
    Steven S. DeKnight is an American writer, producer, and director best known for his work on genre television series like Spartacus and Marvel's Daredevil, as well as his feature film directing.
  • C. Mark Neveldine
    Mark Neveldine is an American filmmaker best known for co-directing high-energy, hyper-stylized action films such as the Crank series.
  • D. Jon Hurwitz
    Jon Hurwitz is an American screenwriter, producer, and director best known as the co-creator of the Harold & Kumar film series and the Netflix series Cobra Kai.
  • E. David Slade
    David Slade is a British film and television director known for his work in horror and thriller genres, including films like "Hard Candy," "30 Days of Night," and "The Twilight Saga: Eclipse."
  • 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_69d6ab4b5e4c81909950b17151eb0951 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9158eef48819083bdce283a363414 completed April 10, 2026, 3:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69f61e4a573c8190b5dd6cc61849739b completed May 2, 2026, 3:54 p.m.
NEDg Description generation batch_69f61f5b107c819082094791fcf7c5f4 completed May 2, 2026, 3:59 p.m.
NED2 Entity disambiguation (via description) batch_69f62006afcc8190b8e3b55a5fd8eaca completed May 2, 2026, 4:02 p.m.
Created at: April 8, 2026, 9:49 p.m.