Triple

T21921586
Position Surface form Disambiguated ID Type / Status
Subject The Simpsons Movie E541328 entity
Predicate screenwriter P2831 FINISHED
Object John Swartzwelder
John Swartzwelder is a reclusive American comedy writer best known as one of the most prolific and influential writers in the history of the animated television series "The Simpsons."
E1507337 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: John Swartzwelder | Statement: [The Simpsons Movie, screenwriter, John Swartzwelder]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Swartzwelder
Context triple: [The Simpsons Movie, screenwriter, John Swartzwelder]
  • A. Michael J. Nelson
    Michael J. Nelson is an American writer, comedian, and actor best known as the head writer and host of the cult television series "Mystery Science Theater 3000."
  • B. Michael Lembeck
    Michael Lembeck is an American director and actor best known for his work on family comedies and popular television series such as "Friends."
  • C. Dan Dierdorf
    Dan Dierdorf is a Hall of Fame American football offensive lineman and longtime broadcaster best known for his standout career with the NFL’s St. Louis Cardinals.
  • D. Ken Waterman
    Ken Waterman is known primarily as the brother of English actor and singer Dennis Waterman.
  • E. Michael Klingensmith
    Michael Klingensmith is an American media executive best known for helping launch and lead major magazine brands, including playing a key role in the creation of Entertainment Weekly.
  • 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: John Swartzwelder
Triple: [The Simpsons Movie, screenwriter, John Swartzwelder]
Generated description
John Swartzwelder is a reclusive American comedy writer best known as one of the most prolific and influential writers in the history of the animated television series "The Simpsons."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Swartzwelder
Target entity description: John Swartzwelder is a reclusive American comedy writer best known as one of the most prolific and influential writers in the history of the animated television series "The Simpsons."
  • A. Michael J. Nelson
    Michael J. Nelson is an American writer, comedian, and actor best known as the head writer and host of the cult television series "Mystery Science Theater 3000."
  • B. Michael Lembeck
    Michael Lembeck is an American director and actor best known for his work on family comedies and popular television series such as "Friends."
  • C. Dan Dierdorf
    Dan Dierdorf is a Hall of Fame American football offensive lineman and longtime broadcaster best known for his standout career with the NFL’s St. Louis Cardinals.
  • D. Ken Waterman
    Ken Waterman is known primarily as the brother of English actor and singer Dennis Waterman.
  • E. Michael Klingensmith
    Michael Klingensmith is an American media executive best known for helping launch and lead major magazine brands, including playing a key role in the creation of Entertainment Weekly.
  • 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_69e0c47d74488190a15119108794a307 completed April 16, 2026, 11:14 a.m.
NER Named-entity recognition batch_69f1233c29008190b84ae551b14eb2db completed April 28, 2026, 9:14 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a5a1679888190a344089520993127 completed May 18, 2026, 12:15 a.m.
NEDg Description generation batch_6a0a5b0d434481909d2d011c2449bf69 completed May 18, 2026, 12:19 a.m.
NED2 Entity disambiguation (via description) batch_6a0a5ba4fb5c8190994938f704603690 completed May 18, 2026, 12:21 a.m.
Created at: April 16, 2026, 7:45 p.m.