Triple

T1749323
Position Surface form Disambiguated ID Type / Status
Subject 13 Hours: The Secret Soldiers of Benghazi E38402 entity
Predicate authorOfSourceMaterial P2806 FINISHED
Object Mitchell Zuckoff
Mitchell Zuckoff is an American journalist, nonfiction author, and Boston University professor known for his narrative histories and investigative works, including the book that inspired the film "13 Hours: The Secret Soldiers of Benghazi."
E197278 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: Mitchell Zuckoff | Statement: [13 Hours: The Secret Soldiers of Benghazi, authorOfSourceMaterial, Mitchell Zuckoff]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mitchell Zuckoff
Context triple: [13 Hours: The Secret Soldiers of Benghazi, authorOfSourceMaterial, Mitchell Zuckoff]
  • A. David Grann
    David Grann is an American journalist and bestselling author known for his meticulously researched narrative nonfiction works such as "The Lost City of Z" and "Killers of the Flower Moon."
  • B. Arnie Risen
    Arnie Risen was an American professional basketball center and Naismith Memorial Basketball Hall of Famer who starred in the early NBA, winning championships with the Rochester Royals and Boston Celtics.
  • C. Seth Grahame-Smith
    Seth Grahame-Smith is an American author, screenwriter, and producer best known for works like "Pride and Prejudice and Zombies," "Abraham Lincoln: Vampire Hunter," and his involvement in various horror and genre film projects.
  • D. Jeffrey Kluger
    Jeffrey Kluger is an American science and technology journalist and author best known for co-writing the book about the Apollo 13 mission that inspired the film adaptation.
  • E. Tracy Kidder
    Tracy Kidder is a Pulitzer Prize–winning American author best known for his narrative nonfiction works such as "The Soul of a New Machine" and "Mountains Beyond Mountains."
  • 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: Mitchell Zuckoff
Triple: [13 Hours: The Secret Soldiers of Benghazi, authorOfSourceMaterial, Mitchell Zuckoff]
Generated description
Mitchell Zuckoff is an American journalist, nonfiction author, and Boston University professor known for his narrative histories and investigative works, including the book that inspired the film "13 Hours: The Secret Soldiers of Benghazi."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mitchell Zuckoff
Target entity description: Mitchell Zuckoff is an American journalist, nonfiction author, and Boston University professor known for his narrative histories and investigative works, including the book that inspired the film "13 Hours: The Secret Soldiers of Benghazi."
  • A. David Grann
    David Grann is an American journalist and bestselling author known for his meticulously researched narrative nonfiction works such as "The Lost City of Z" and "Killers of the Flower Moon."
  • B. Arnie Risen
    Arnie Risen was an American professional basketball center and Naismith Memorial Basketball Hall of Famer who starred in the early NBA, winning championships with the Rochester Royals and Boston Celtics.
  • C. Seth Grahame-Smith
    Seth Grahame-Smith is an American author, screenwriter, and producer best known for works like "Pride and Prejudice and Zombies," "Abraham Lincoln: Vampire Hunter," and his involvement in various horror and genre film projects.
  • D. Jeffrey Kluger
    Jeffrey Kluger is an American science and technology journalist and author best known for co-writing the book about the Apollo 13 mission that inspired the film adaptation.
  • E. Tracy Kidder
    Tracy Kidder is a Pulitzer Prize–winning American author best known for his narrative nonfiction works such as "The Soul of a New Machine" and "Mountains Beyond Mountains."
  • 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_69a8862bdb2081908aefe831c8aa8017 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa63ee4d2081909dfd6d3244228c56 completed March 6, 2026, 5:19 a.m.
NED1 Entity disambiguation (via context triple) batch_69ada0e21e58819082943212bd725581 completed March 8, 2026, 4:16 p.m.
NEDg Description generation batch_69ada1a2fb9481909d9ed587921ca6b6 completed March 8, 2026, 4:19 p.m.
NED2 Entity disambiguation (via description) batch_69ada4dfc9188190845a4e4490318d68 completed March 8, 2026, 4:33 p.m.
Created at: March 4, 2026, 7:31 p.m.