Triple

T2770981
Position Surface form Disambiguated ID Type / Status
Subject The Expendables (2010 film) E61454 entity
Predicate writer P1360 FINISHED
Object David Callaham
David Callaham is an American screenwriter known for his work on major action and genre films, including co-writing the screenplay for "The Expendables" and contributing to projects like "Wonder Woman 1984" and "Shang-Chi and the Legend of the Ten Rings."
E301819 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: David Callaham | Statement: [The Expendables (2010 film), writer, David Callaham]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David Callaham
Context triple: [The Expendables (2010 film), writer, David Callaham]
  • A. Brian Callahan
    Brian Callahan is an American football coach who became the head coach of the NFL's Tennessee Titans after previously serving as an offensive coordinator in the league.
  • B. Cason J. Callaway
    Cason J. Callaway was an American businessman and conservationist best known for creating the horticultural and recreational destination now known as Callaway Gardens in Georgia.
  • C. W. Blake Herron
    W. Blake Herron was an American screenwriter best known for co-writing the hit espionage thriller film "The Bourne Identity."
  • D. Kevin Hageman
    Kevin Hageman is an American screenwriter and producer known for his work on animated and family films and television series, including contributions to The Lego Movie franchise.
  • E. Ed Scott
    Ed Scott is a technology entrepreneur best known as a co-founder of BEA Systems, a major enterprise software company later acquired by Oracle.
  • 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: David Callaham
Triple: [The Expendables (2010 film), writer, David Callaham]
Generated description
David Callaham is an American screenwriter known for his work on major action and genre films, including co-writing the screenplay for "The Expendables" and contributing to projects like "Wonder Woman 1984" and "Shang-Chi and the Legend of the Ten Rings."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: David Callaham
Target entity description: David Callaham is an American screenwriter known for his work on major action and genre films, including co-writing the screenplay for "The Expendables" and contributing to projects like "Wonder Woman 1984" and "Shang-Chi and the Legend of the Ten Rings."
  • A. Brian Callahan
    Brian Callahan is an American football coach who became the head coach of the NFL's Tennessee Titans after previously serving as an offensive coordinator in the league.
  • B. Cason J. Callaway
    Cason J. Callaway was an American businessman and conservationist best known for creating the horticultural and recreational destination now known as Callaway Gardens in Georgia.
  • C. W. Blake Herron
    W. Blake Herron was an American screenwriter best known for co-writing the hit espionage thriller film "The Bourne Identity."
  • D. Kevin Hageman
    Kevin Hageman is an American screenwriter and producer known for his work on animated and family films and television series, including contributions to The Lego Movie franchise.
  • E. Ed Scott
    Ed Scott is a technology entrepreneur best known as a co-founder of BEA Systems, a major enterprise software company later acquired by Oracle.
  • 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_69ab4b7cd13481909174bca9809ed259 completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abdd6a23208190ba94c9a9f601a042 completed March 7, 2026, 8:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69afce89a144819096f9230c8d95ce3f completed March 10, 2026, 7:55 a.m.
NEDg Description generation batch_69afcf7cc6f08190aefbe07ef51f1928 completed March 10, 2026, 7:59 a.m.
NED2 Entity disambiguation (via description) batch_69afcfd803848190921f73fe1b15a01b completed March 10, 2026, 8:01 a.m.
Created at: March 6, 2026, 9:57 p.m.