Triple

T12892945
Position Surface form Disambiguated ID Type / Status
Subject Volunteers E308413 entity
Predicate screenwriter P2831 FINISHED
Object Ken Levine
Ken Levine is an American television writer, producer, and director best known for his work on hit sitcoms such as M*A*S*H, Cheers, and Frasier.
E1007924 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: Ken Levine | Statement: [Volunteers, screenwriter, Ken Levine]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ken Levine
Context triple: [Volunteers, screenwriter, Ken Levine]
  • A. Chris Mundy
    Chris Mundy is a television writer and producer best known as the showrunner of the crime drama series "Ozark."
  • B. Matt Shafer
    Matt Shafer, better known by his stage name Uncle Kracker, is an American singer-songwriter and musician recognized for his blend of rock, country, and pop influences.
  • C. Neil Druckmann
    Neil Druckmann is a video game writer, director, and executive at Naughty Dog best known for co-creating and writing The Last of Us franchise and its television adaptation.
  • D. Warren Spector
    Warren Spector is an influential American video game designer and producer best known for pioneering immersive sim titles such as Deus Ex and System Shock.
  • E. Cliff Bleszinski
    Cliff Bleszinski is an American video game designer best known for his influential work at Epic Games, where he helped shape modern third-person shooters and popularized the Gears of War franchise.
  • 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: Ken Levine
Triple: [Volunteers, screenwriter, Ken Levine]
Generated description
Ken Levine is an American television writer, producer, and director best known for his work on hit sitcoms such as M*A*S*H, Cheers, and Frasier.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ken Levine
Target entity description: Ken Levine is an American television writer, producer, and director best known for his work on hit sitcoms such as M*A*S*H, Cheers, and Frasier.
  • A. Chris Mundy
    Chris Mundy is a television writer and producer best known as the showrunner of the crime drama series "Ozark."
  • B. Matt Shafer
    Matt Shafer, better known by his stage name Uncle Kracker, is an American singer-songwriter and musician recognized for his blend of rock, country, and pop influences.
  • C. Neil Druckmann
    Neil Druckmann is a video game writer, director, and executive at Naughty Dog best known for co-creating and writing The Last of Us franchise and its television adaptation.
  • D. Warren Spector
    Warren Spector is an influential American video game designer and producer best known for pioneering immersive sim titles such as Deus Ex and System Shock.
  • E. Cliff Bleszinski
    Cliff Bleszinski is an American video game designer best known for his influential work at Epic Games, where he helped shape modern third-person shooters and popularized the Gears of War franchise.
  • 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_69d7bdf7c1f0819098102569a8d8cbf5 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d971484aa08190a8adfafabe600903 completed April 10, 2026, 9:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6a55be3288190b2bc0bd197431db3 completed May 3, 2026, 1:31 a.m.
NEDg Description generation batch_69f6a6179cdc8190976daa1384032445 completed May 3, 2026, 1:34 a.m.
NED2 Entity disambiguation (via description) batch_69f6a6cbec348190a96a0194b2d6be4b completed May 3, 2026, 1:37 a.m.
Created at: April 9, 2026, 5:40 p.m.