Triple

T16056420
Position Surface form Disambiguated ID Type / Status
Subject Deadly Impact E389491 entity
Predicate hasDirectorBackground P121449 FINISHED
Object Robert Kurtzman is a special effects veteran.
Robert Kurtzman is an American special effects artist, director, and producer known for his influential work in horror and genre films.
E1191966 NE FINISHED

How this triple was built (5 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: Robert Kurtzman is a special effects veteran. | Statement: [Deadly Impact, hasDirectorBackground, Robert Kurtzman is a special effects veteran.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Robert Kurtzman is a special effects veteran.
Context triple: [Deadly Impact, hasDirectorBackground, Robert Kurtzman is a special effects veteran.]
  • A. Dennis Muren
    Dennis Muren is a pioneering visual effects artist and supervisor, best known for his groundbreaking work on films like Star Wars, E.T., and Jurassic Park, and for holding a record number of Oscars in visual effects.
  • B. Douglas Trumbull
    Douglas Trumbull was a pioneering visual effects artist and filmmaker renowned for his groundbreaking work on science fiction films such as "2001: A Space Odyssey," "Close Encounters of the Third Kind," and "Blade Runner."
  • C. John Dykstra
    John Dykstra is a pioneering visual effects artist and supervisor renowned for his groundbreaking work on films like "Star Wars" and "Spider-Man," which helped revolutionize modern cinematic special effects.
  • D. Phil Tippett
    Phil Tippett is an acclaimed American visual effects supervisor and stop-motion animator renowned for his groundbreaking creature and character work on films such as Star Wars, Jurassic Park, and RoboCop.
  • E. Rick Baker
    Rick Baker is an acclaimed American special makeup effects artist renowned for his groundbreaking creature and monster designs in films such as An American Werewolf in London and Men in Black.
  • 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: Robert Kurtzman is a special effects veteran.
Triple: [Deadly Impact, hasDirectorBackground, Robert Kurtzman is a special effects veteran.]
Generated description
Robert Kurtzman is an American special effects artist, director, and producer known for his influential work in horror and genre films.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Robert Kurtzman is a special effects veteran.
Target entity description: Robert Kurtzman is an American special effects artist, director, and producer known for his influential work in horror and genre films.
  • A. Dennis Muren
    Dennis Muren is a pioneering visual effects artist and supervisor, best known for his groundbreaking work on films like Star Wars, E.T., and Jurassic Park, and for holding a record number of Oscars in visual effects.
  • B. Douglas Trumbull
    Douglas Trumbull was a pioneering visual effects artist and filmmaker renowned for his groundbreaking work on science fiction films such as "2001: A Space Odyssey," "Close Encounters of the Third Kind," and "Blade Runner."
  • C. John Dykstra
    John Dykstra is a pioneering visual effects artist and supervisor renowned for his groundbreaking work on films like "Star Wars" and "Spider-Man," which helped revolutionize modern cinematic special effects.
  • D. Phil Tippett
    Phil Tippett is an acclaimed American visual effects supervisor and stop-motion animator renowned for his groundbreaking creature and character work on films such as Star Wars, Jurassic Park, and RoboCop.
  • E. Rick Baker
    Rick Baker is an acclaimed American special makeup effects artist renowned for his groundbreaking creature and monster designs in films such as An American Werewolf in London and Men in Black.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hasDirectorBackground
Context triple: [Deadly Impact, hasDirectorBackground, Robert Kurtzman is a special effects veteran.]
  • A. hasDirectorInKeyWork
    Indicates that a director is associated with a key or primary work of an entity (such as a film, series, or major production).
  • B. hasDirectorStar
    Indicates that a person both directed and starred in the same work (e.g., film, show, or production).
  • C. hasDirectorCameo
    Indicates that the director of a work appears in a cameo role within that same work.
  • D. hasFounderBackground
    Indicates that an entity has a founder whose background (such as experience, education, or prior roles) matches a specified profile or characteristic.
  • E. hasAuthorBackgroundIn
    Indicates that an author possesses a particular background, such as education, experience, or expertise, in a specified field or domain.
  • F. None of above. chosen

Provenance (7 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_69d86dae698881908327ef2d67706cb9 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1858a00888190b8505071575dc56f completed April 17, 2026, 12:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffdbe49bd0819088e25de082184133 completed May 10, 2026, 1:14 a.m.
NEDg Description generation batch_69ffde320f748190b7abf6ad4cc81ed9 completed May 10, 2026, 1:24 a.m.
NED2 Entity disambiguation (via description) batch_69ffdec2dd18819092882485ae2baabe completed May 10, 2026, 1:26 a.m.
PD Predicate disambiguation batch_69e18272f2288190a17d45fb01cc2b07 completed April 17, 2026, 12:44 a.m.
PDg Predicate description generation batch_69e185879c10819080a18e24969b5a6d completed April 17, 2026, 12:57 a.m.
Created at: April 10, 2026, 4:56 a.m.