Triple

T1105488
Position Surface form Disambiguated ID Type / Status
Subject Argo E25479 entity
Predicate producer P490 FINISHED
Object Grant Heslov
Grant Heslov is an American actor, screenwriter, director, and producer best known for his frequent collaborations with George Clooney on acclaimed films such as "Good Night, and Good Luck" and "Argo."
 E138298 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: Grant Heslov | Statement: [Argo, producer, Grant Heslov]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Grant Heslov
Context triple: [Argo, producer, Grant Heslov]
  • A. David Seidler
    David Seidler is a British-American screenwriter best known for writing the Academy Award-winning screenplay for the historical drama film "The King’s Speech."
  • B. Justin Hollander
    Justin Hollander is a Major League Baseball executive who serves as the general manager of the Seattle Mariners, overseeing the club’s baseball operations and roster construction.
  • C. Michael Filerman
    Michael Filerman was an American television producer best known for developing and producing popular prime-time soap operas during the 1970s and 1980s.
  • D. Charles Roven
    Charles Roven is an American film producer known for his work on major Hollywood blockbusters, including Christopher Nolan’s films such as Oppenheimer and The Dark Knight trilogy.
  • E. John Hirschbeck
    John Hirschbeck is a former Major League Baseball umpire who worked in the league for decades and officiated multiple World Series.
  • 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: Grant Heslov
Triple: [Argo, producer, Grant Heslov]
Generated description
Grant Heslov is an American actor, screenwriter, director, and producer best known for his frequent collaborations with George Clooney on acclaimed films such as "Good Night, and Good Luck" and "Argo."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Grant Heslov
Target entity description: Grant Heslov is an American actor, screenwriter, director, and producer best known for his frequent collaborations with George Clooney on acclaimed films such as "Good Night, and Good Luck" and "Argo."
  • A. David Seidler
    David Seidler is a British-American screenwriter best known for writing the Academy Award-winning screenplay for the historical drama film "The King’s Speech."
  • B. Justin Hollander
    Justin Hollander is a Major League Baseball executive who serves as the general manager of the Seattle Mariners, overseeing the club’s baseball operations and roster construction.
  • C. Michael Filerman
    Michael Filerman was an American television producer best known for developing and producing popular prime-time soap operas during the 1970s and 1980s.
  • D. Charles Roven
    Charles Roven is an American film producer known for his work on major Hollywood blockbusters, including Christopher Nolan’s films such as Oppenheimer and The Dark Knight trilogy.
  • E. John Hirschbeck
    John Hirschbeck is a former Major League Baseball umpire who worked in the league for decades and officiated multiple World Series.
  • 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_69a49428d4448190b3b36991ceae87ce completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4b9e21f048190bf4b63dd2c7c7641 completed March 1, 2026, 10:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac7f2dc92481909ee6d9d6d4257f1b completed March 7, 2026, 7:40 p.m.
NEDg Description generation batch_69ac7f9a55dc819098204d53aac70ef3 completed March 7, 2026, 7:42 p.m.
NED2 Entity disambiguation (via description) batch_69ac80c3c6b08190a99119f5661c0157 completed March 7, 2026, 7:47 p.m.
Created at: March 1, 2026, 7:43 p.m.