Triple

T5254938
Position Surface form Disambiguated ID Type / Status
Subject Aaron Zigman E118675 entity
Predicate workedOn P3 FINISHED
Object film "The Shack"
"The Shack" is a 2017 Christian drama film, based on William P. Young’s novel, that explores themes of grief, faith, and forgiveness through a man's transformative encounter with the divine after a family tragedy.
 E506691 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: film "The Shack" | Statement: [Aaron Zigman, workedOn, film "The Shack"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: film "The Shack"
Context triple: [Aaron Zigman, workedOn, film "The Shack"]
  • A. film "Precious"
    The film "Precious" is a 2009 drama directed by Lee Daniels about an abused, illiterate Harlem teenager seeking a better life, acclaimed for its powerful performances and unflinching portrayal of trauma and resilience.
  • B. "Hereafter"
    "Hereafter" is a two-part Justice League animated series episode best known for its dramatic storyline in which Superman is presumed dead, prompting Lex Luthor and the remaining heroes to confront a world without him.
  • C. film "Wonderland"
    "Wonderland" is a 2003 crime drama film that reconstructs the infamous 1981 Wonderland murders and the involvement of adult film star John Holmes.
  • D. Salvation
    "Salvation" is a 1939 religious book by Joseph Franklin Rutherford, then president of the Watch Tower Bible and Tract Society, outlining Jehovah’s Witnesses’ views on deliverance through God’s Kingdom.
  • E. Salvation
    "Salvation" is a science fiction novel by Peter F. Hamilton that launches an epic space opera series blending alien contact, interstellar travel, and intricate political intrigue.
  • 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: film "The Shack"
Triple: [Aaron Zigman, workedOn, film "The Shack"]
Generated description
"The Shack" is a 2017 Christian drama film, based on William P. Young’s novel, that explores themes of grief, faith, and forgiveness through a man's transformative encounter with the divine after a family tragedy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: film "The Shack"
Target entity description: "The Shack" is a 2017 Christian drama film, based on William P. Young’s novel, that explores themes of grief, faith, and forgiveness through a man's transformative encounter with the divine after a family tragedy.
  • A. film "Precious"
    The film "Precious" is a 2009 drama directed by Lee Daniels about an abused, illiterate Harlem teenager seeking a better life, acclaimed for its powerful performances and unflinching portrayal of trauma and resilience.
  • B. "Hereafter"
    "Hereafter" is a two-part Justice League animated series episode best known for its dramatic storyline in which Superman is presumed dead, prompting Lex Luthor and the remaining heroes to confront a world without him.
  • C. film "Wonderland"
    "Wonderland" is a 2003 crime drama film that reconstructs the infamous 1981 Wonderland murders and the involvement of adult film star John Holmes.
  • D. Salvation
    "Salvation" is a 1939 religious book by Joseph Franklin Rutherford, then president of the Watch Tower Bible and Tract Society, outlining Jehovah’s Witnesses’ views on deliverance through God’s Kingdom.
  • E. Salvation
    "Salvation" is a science fiction novel by Peter F. Hamilton that launches an epic space opera series blending alien contact, interstellar travel, and intricate political intrigue.
  • 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_69bd446978108190bb5f9c5c23d93f88 completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd7ba2f5d08190850529659901ae0f completed March 20, 2026, 4:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69befe7708108190ac772f7b2d5ab02a completed March 21, 2026, 8:24 p.m.
NEDg Description generation batch_69beff55faec8190a75a1b5f339a2c20 completed March 21, 2026, 8:28 p.m.
NED2 Entity disambiguation (via description) batch_69bf001f0d9c8190a67909a06ea41898 completed March 21, 2026, 8:31 p.m.
Created at: March 20, 2026, 1:50 p.m.