Triple

T4884644
Position Surface form Disambiguated ID Type / Status
Subject Waterworld E109409 entity
Predicate screenwriter P2831 FINISHED
Object David Twohy
David Twohy is an American filmmaker and screenwriter best known for writing and directing science fiction and action films such as the Riddick series.
E480812 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 Twohy | Statement: [Waterworld, screenwriter, David Twohy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David Twohy
Context triple: [Waterworld, screenwriter, David Twohy]
  • A. Ed Hartnett
    Ed Hartnett is an American software developer best known as the creator and primary maintainer of the NetCDF-4 library widely used in scientific computing and data analysis.
  • B. Stephen McFeely
    Stephen McFeely is an American screenwriter best known for co-writing several major Marvel Cinematic Universe films, including the Captain America trilogy and Avengers: Infinity War and Endgame.
  • C. Ken Moffett
    Ken Moffett was a prominent American labor mediator and union negotiator best known for his key role in resolving major sports labor disputes, including those in Major League Baseball.
  • D. David Clouse
    David Clouse is an entrepreneur best known as the founder of the vacation rental platform Vrbo (Vacation Rentals by Owner).
  • E. John Easterling
    John Easterling is an American businessman and environmental entrepreneur best known as the husband of singer and actress Olivia Newton-John and as the founder of the Amazon Herb Company.
  • 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 Twohy
Triple: [Waterworld, screenwriter, David Twohy]
Generated description
David Twohy is an American filmmaker and screenwriter best known for writing and directing science fiction and action films such as the Riddick series.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: David Twohy
Target entity description: David Twohy is an American filmmaker and screenwriter best known for writing and directing science fiction and action films such as the Riddick series.
  • A. Ed Hartnett
    Ed Hartnett is an American software developer best known as the creator and primary maintainer of the NetCDF-4 library widely used in scientific computing and data analysis.
  • B. Stephen McFeely
    Stephen McFeely is an American screenwriter best known for co-writing several major Marvel Cinematic Universe films, including the Captain America trilogy and Avengers: Infinity War and Endgame.
  • C. Ken Moffett
    Ken Moffett was a prominent American labor mediator and union negotiator best known for his key role in resolving major sports labor disputes, including those in Major League Baseball.
  • D. David Clouse
    David Clouse is an entrepreneur best known as the founder of the vacation rental platform Vrbo (Vacation Rentals by Owner).
  • E. John Easterling
    John Easterling is an American businessman and environmental entrepreneur best known as the husband of singer and actress Olivia Newton-John and as the founder of the Amazon Herb Company.
  • 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_69bd440f71348190b99938e59fb7f9a1 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6de3718881908521968fa6e6b444 completed March 20, 2026, 3:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69be7795665081909471da57b980e7bd completed March 21, 2026, 10:48 a.m.
NEDg Description generation batch_69be7847a378819081687ec783a8b862 completed March 21, 2026, 10:51 a.m.
NED2 Entity disambiguation (via description) batch_69be7915a26c81909b21a128daebf5b3 completed March 21, 2026, 10:55 a.m.
Created at: March 20, 2026, 1:27 p.m.