Triple

T7288320
Position Surface form Disambiguated ID Type / Status
Subject Insidious: Chapter 2 E163930 entity
Predicate writer P1360 FINISHED
Object Leigh Whannell
Leigh Whannell is an Australian screenwriter, director, actor, and producer best known for co-creating the Saw and Insidious horror film franchises.
E654989 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: Leigh Whannell | Statement: [Insidious: Chapter 2, writer, Leigh Whannell]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Leigh Whannell
Context triple: [Insidious: Chapter 2, writer, Leigh Whannell]
  • A. Mike Flanagan
    Mike Flanagan is an American filmmaker and showrunner known for his acclaimed horror films and series, including "Doctor Sleep," "The Haunting of Hill House," and "Midnight Mass."
  • B. James Wan
    James Wan is a Malaysian-Australian filmmaker best known for creating the Saw and The Conjuring horror franchises and directing major blockbuster films in the DC Extended Universe.
  • C. Michael Flanagan
    Michael Flanagan is a common personal name shared by multiple individuals, including professionals in fields such as sports, politics, and the arts.
  • D. Ken Biller
    Ken Biller is a television writer, producer, and director best known for his work on series such as "Star Trek: Voyager" and "Genius."
  • E. James Vanderbilt
    James Vanderbilt is an American screenwriter and producer known for penning films such as "Zodiac," "The Amazing Spider-Man," and "White House Down."
  • 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: Leigh Whannell
Triple: [Insidious: Chapter 2, writer, Leigh Whannell]
Generated description
Leigh Whannell is an Australian screenwriter, director, actor, and producer best known for co-creating the Saw and Insidious horror film franchises.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Leigh Whannell
Target entity description: Leigh Whannell is an Australian screenwriter, director, actor, and producer best known for co-creating the Saw and Insidious horror film franchises.
  • A. Mike Flanagan
    Mike Flanagan is an American filmmaker and showrunner known for his acclaimed horror films and series, including "Doctor Sleep," "The Haunting of Hill House," and "Midnight Mass."
  • B. James Wan
    James Wan is a Malaysian-Australian filmmaker best known for creating the Saw and The Conjuring horror franchises and directing major blockbuster films in the DC Extended Universe.
  • C. Michael Flanagan
    Michael Flanagan is a common personal name shared by multiple individuals, including professionals in fields such as sports, politics, and the arts.
  • D. Ken Biller
    Ken Biller is a television writer, producer, and director best known for his work on series such as "Star Trek: Voyager" and "Genius."
  • E. James Vanderbilt
    James Vanderbilt is an American screenwriter and producer known for penning films such as "Zodiac," "The Amazing Spider-Man," and "White House Down."
  • 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_69c6886093b88190a254b1ce6db8bae7 completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6eb6a73fc8190ae5ce81fd3e46d87 completed March 27, 2026, 8:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7e5368794819084e50bc87d8264de completed March 28, 2026, 2:27 p.m.
NEDg Description generation batch_69c7e628b9e0819099fef480ea58973d completed March 28, 2026, 2:31 p.m.
NED2 Entity disambiguation (via description) batch_69c7e7582ab08190827bb04465297c7c completed March 28, 2026, 2:36 p.m.
Created at: March 27, 2026, 2:59 p.m.