Triple

T3787034
Position Surface form Disambiguated ID Type / Status
Subject The Tomorrow War E85552 entity
Predicate screenwriter P2831 FINISHED
Object Zach Dean
Zach Dean is an American screenwriter best known for writing the sci-fi action film "The Tomorrow War."
E394337 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: Zach Dean | Statement: [The Tomorrow War, screenwriter, Zach Dean]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Zach Dean
Context triple: [The Tomorrow War, screenwriter, Zach Dean]
  • A. Anthony Zerbe
    Anthony Zerbe is an American character actor known for his intense, often villainous roles in film and television, including appearances in projects like "See No Evil, Hear No Evil," "The Omega Man," and the James Bond film "Licence to Kill."
  • B. Zane Holtz
    Zane Holtz is a Canadian actor best known for his role as Richie Gecko in the television adaptation of "From Dusk Till Dawn."
  • C. Travis Goff
    Travis Goff is a college athletics administrator who serves as the athletic director at the University of Kansas, overseeing the Jayhawks’ sports programs.
  • D. Heath Shuler
    Heath Shuler is a former NFL quarterback who later served as a Democratic U.S. Representative for North Carolina’s 11th congressional district.
  • E. Zach Shields
    Zach Shields is an American screenwriter and filmmaker known for co-writing major monster movies such as "Godzilla vs. Kong."
  • 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: Zach Dean
Triple: [The Tomorrow War, screenwriter, Zach Dean]
Generated description
Zach Dean is an American screenwriter best known for writing the sci-fi action film "The Tomorrow War."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Zach Dean
Target entity description: Zach Dean is an American screenwriter best known for writing the sci-fi action film "The Tomorrow War."
  • A. Anthony Zerbe
    Anthony Zerbe is an American character actor known for his intense, often villainous roles in film and television, including appearances in projects like "See No Evil, Hear No Evil," "The Omega Man," and the James Bond film "Licence to Kill."
  • B. Zane Holtz
    Zane Holtz is a Canadian actor best known for his role as Richie Gecko in the television adaptation of "From Dusk Till Dawn."
  • C. Travis Goff
    Travis Goff is a college athletics administrator who serves as the athletic director at the University of Kansas, overseeing the Jayhawks’ sports programs.
  • D. Heath Shuler
    Heath Shuler is a former NFL quarterback who later served as a Democratic U.S. Representative for North Carolina’s 11th congressional district.
  • E. Zach Shields
    Zach Shields is an American screenwriter and filmmaker known for co-writing major monster movies such as "Godzilla vs. Kong."
  • 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_69aed937fa8881908208ef3801060826 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aee42e430081908d032dcdcef20fc5 completed March 9, 2026, 3:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5121874e8819088f79e1cf771a73a completed March 14, 2026, 7:45 a.m.
NEDg Description generation batch_69b512e3721c8190accd26499191c153 completed March 14, 2026, 7:48 a.m.
NED2 Entity disambiguation (via description) batch_69b513618b888190acda94dcc91d24d2 completed March 14, 2026, 7:50 a.m.
Created at: March 9, 2026, 3:13 p.m.