Triple

T19505350
Position Surface form Disambiguated ID Type / Status
Subject The Last Exorcism E488006 entity
Predicate screenwriter P2831 FINISHED
Object Huck Botko
Huck Botko is an American screenwriter and filmmaker best known for co-writing the horror film "The Last Exorcism" and working on various genre and found-footage projects.
 E1379965 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: Huck Botko | Statement: [The Last Exorcism, screenwriter, Huck Botko]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Huck Botko
Context triple: [The Last Exorcism, screenwriter, Huck Botko]
  • A. Huck Milner
    Huck Milner is an American child actor best known for voicing Dash Parr in Pixar's animated superhero film "Incredibles 2."
  • B. Huck Ziegler
    Huck Ziegler is the son of Toby Ziegler, a central character on the television series "The West Wing."
  • C. Theodore Huckle
    Theodore Huckle is a Welsh barrister who served as the chief legal adviser to the Welsh Government as Counsel General for Wales.
  • D. James Buck
    James Buck was a United States Navy sailor and Medal of Honor recipient from the American Civil War, honored by having the destroyer USS Buck (DD-420) named after him.
  • E. Eugene Tackleberry
    Eugene Tackleberry is a gun-obsessed, gung-ho police officer character from the "Police Academy" comedy film series, known for his extreme enthusiasm for weapons and law enforcement.
  • 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: Huck Botko
Triple: [The Last Exorcism, screenwriter, Huck Botko]
Generated description
Huck Botko is an American screenwriter and filmmaker best known for co-writing the horror film "The Last Exorcism" and working on various genre and found-footage projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Huck Botko
Target entity description: Huck Botko is an American screenwriter and filmmaker best known for co-writing the horror film "The Last Exorcism" and working on various genre and found-footage projects.
  • A. Huck Milner
    Huck Milner is an American child actor best known for voicing Dash Parr in Pixar's animated superhero film "Incredibles 2."
  • B. Huck Ziegler
    Huck Ziegler is the son of Toby Ziegler, a central character on the television series "The West Wing."
  • C. Theodore Huckle
    Theodore Huckle is a Welsh barrister who served as the chief legal adviser to the Welsh Government as Counsel General for Wales.
  • D. James Buck
    James Buck was a United States Navy sailor and Medal of Honor recipient from the American Civil War, honored by having the destroyer USS Buck (DD-420) named after him.
  • E. Eugene Tackleberry
    Eugene Tackleberry is a gun-obsessed, gung-ho police officer character from the "Police Academy" comedy film series, known for his extreme enthusiasm for weapons and law enforcement.
  • 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_69d8e8d9d1c88190b01cd78b8be49384 completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e635113fdc819098ea0f738d01925c completed April 20, 2026, 2:15 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07471f5348819087a442025b06f27d completed May 15, 2026, 4:17 p.m.
NEDg Description generation batch_6a07485e2e74819086ab5b5099079c81 completed May 15, 2026, 4:22 p.m.
NED2 Entity disambiguation (via description) batch_6a07498d29bc8190bb0eaf903dced2b0 completed May 15, 2026, 4:27 p.m.
Created at: April 10, 2026, 1:40 p.m.