Triple

T5342549
Position Surface form Disambiguated ID Type / Status
Subject Hulk (2003 film) E123976 entity
Predicate screenwriter P2831 FINISHED
Object John Turman
John Turman is an American screenwriter best known for his work on superhero and science fiction films, including contributions to Marvel-related projects.
E512520 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: John Turman | Statement: [Hulk (2003 film), screenwriter, John Turman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Turman
Context triple: [Hulk (2003 film), screenwriter, John Turman]
  • A. Delbert Grady
    Delbert Grady is a ghostly former caretaker of the Overlook Hotel in Stephen King’s horror story "The Shining," known for having murdered his family and eerily influencing Jack Torrance.
  • B. Bob Hilliard
    Bob Hilliard was an American lyricist known for writing popular songs for films and Broadway during the mid-20th century.
  • C. Forrest Tucker
    Forrest Tucker was an American actor best known for his roles in Westerns and classic films and later for his television work, including the sitcom "F Troop."
  • D. H. W. Plainview
    H. W. Plainview is the adopted son of oilman Daniel Plainview in the film "There Will Be Blood," whose gradual estrangement from his father reflects the human cost of Daniel’s ruthless ambition.
  • E. Leo Proudhammer
    Leo Proudhammer is the introspective African American actor and narrator at the center of James Baldwin’s novel "Tell Me How Long the Train’s Been Gone," through whom themes of race, sexuality, and artistic identity are explored.
  • 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: John Turman
Triple: [Hulk (2003 film), screenwriter, John Turman]
Generated description
John Turman is an American screenwriter best known for his work on superhero and science fiction films, including contributions to Marvel-related projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Turman
Target entity description: John Turman is an American screenwriter best known for his work on superhero and science fiction films, including contributions to Marvel-related projects.
  • A. Delbert Grady
    Delbert Grady is a ghostly former caretaker of the Overlook Hotel in Stephen King’s horror story "The Shining," known for having murdered his family and eerily influencing Jack Torrance.
  • B. Bob Hilliard
    Bob Hilliard was an American lyricist known for writing popular songs for films and Broadway during the mid-20th century.
  • C. Forrest Tucker
    Forrest Tucker was an American actor best known for his roles in Westerns and classic films and later for his television work, including the sitcom "F Troop."
  • D. H. W. Plainview
    H. W. Plainview is the adopted son of oilman Daniel Plainview in the film "There Will Be Blood," whose gradual estrangement from his father reflects the human cost of Daniel’s ruthless ambition.
  • E. Leo Proudhammer
    Leo Proudhammer is the introspective African American actor and narrator at the center of James Baldwin’s novel "Tell Me How Long the Train’s Been Gone," through whom themes of race, sexuality, and artistic identity are explored.
  • 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_69bd464b07f8819095aa76577c9829e4 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd85cc5a9881909e23bf9c5b697a8e completed March 20, 2026, 5:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf18cc387c8190a9fe430fe5bb38ce completed March 21, 2026, 10:16 p.m.
NEDg Description generation batch_69bf1a5440d8819094a6da0282408b7b completed March 21, 2026, 10:23 p.m.
NED2 Entity disambiguation (via description) batch_69bf1abe1ea88190b681eb18bfa361d7 completed March 21, 2026, 10:25 p.m.
Created at: March 20, 2026, 2:01 p.m.