Triple

T12996301
Position Surface form Disambiguated ID Type / Status
Subject Colonel Isaac Johnson E322041 entity
Predicate createdBy P806 FINISHED
Object Jonathan Lemkin (screenwriter adaptation)
Jonathan Lemkin is an American screenwriter best known for adapting Stephen Hunter’s novel "Point of Impact" into the 2007 action thriller film "Shooter."
E1016352 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: Jonathan Lemkin (screenwriter adaptation) | Statement: [Colonel Isaac Johnson, createdBy, Jonathan Lemkin (screenwriter adaptation)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jonathan Lemkin (screenwriter adaptation)
Context triple: [Colonel Isaac Johnson, createdBy, Jonathan Lemkin (screenwriter adaptation)]
  • A. Eric Heisserer
    Eric Heisserer is an American screenwriter, producer, and comic book writer best known for his work on films like "Arrival" and for creating the Netflix series "Shadow and Bone."
  • B. Zak Penn
    Zak Penn is an American screenwriter and director known for his work on major science fiction and superhero films such as "The Avengers," "X2," and "Ready Player One."
  • C. Otto Binder
    Otto Binder was a prolific American science fiction and comic book writer best known for his influential work on Captain Marvel and Superman-related stories during the Golden Age of comics.
  • D. Mike Binder
    Mike Binder is an American filmmaker, screenwriter, and actor known for creating and appearing in both comedic and dramatic films and television series.
  • E. screenwriter William Roberts
    William Roberts was an American screenwriter best known for writing the screenplay for the classic Western film "The Magnificent Seven."
  • 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: Jonathan Lemkin (screenwriter adaptation)
Triple: [Colonel Isaac Johnson, createdBy, Jonathan Lemkin (screenwriter adaptation)]
Generated description
Jonathan Lemkin is an American screenwriter best known for adapting Stephen Hunter’s novel "Point of Impact" into the 2007 action thriller film "Shooter."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jonathan Lemkin (screenwriter adaptation)
Target entity description: Jonathan Lemkin is an American screenwriter best known for adapting Stephen Hunter’s novel "Point of Impact" into the 2007 action thriller film "Shooter."
  • A. Eric Heisserer
    Eric Heisserer is an American screenwriter, producer, and comic book writer best known for his work on films like "Arrival" and for creating the Netflix series "Shadow and Bone."
  • B. Zak Penn
    Zak Penn is an American screenwriter and director known for his work on major science fiction and superhero films such as "The Avengers," "X2," and "Ready Player One."
  • C. Otto Binder
    Otto Binder was a prolific American science fiction and comic book writer best known for his influential work on Captain Marvel and Superman-related stories during the Golden Age of comics.
  • D. Mike Binder
    Mike Binder is an American filmmaker, screenwriter, and actor known for creating and appearing in both comedic and dramatic films and television series.
  • E. screenwriter William Roberts
    William Roberts was an American screenwriter best known for writing the screenplay for the classic Western film "The Magnificent Seven."
  • 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_69d8076479b8819090afce3591939cdf completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d97e7980288190a9fe629a8cc76a52 completed April 10, 2026, 10:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6c0fe9d608190b9d503f4da1fe0c0 completed May 3, 2026, 3:29 a.m.
NEDg Description generation batch_69f6c3beaf6881909be9c839206817b3 completed May 3, 2026, 3:40 a.m.
NED2 Entity disambiguation (via description) batch_69f6c48ee33c8190a50b308b12c08951 completed May 3, 2026, 3:44 a.m.
Created at: April 9, 2026, 8:45 p.m.