Triple

T19092397
Position Surface form Disambiguated ID Type / Status
Subject Max Brooks E467318 entity
Predicate wrote P2831 FINISHED
Object G.I. Joe: Hearts & Minds
G.I. Joe: Hearts & Minds is a comic book miniseries that offers a darker, psychologically driven take on the G.I. Joe universe, written by World War Z author Max Brooks.
 E1358048 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: G.I. Joe: Hearts & Minds | Statement: [Max Brooks, wrote, G.I. Joe: Hearts & Minds]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: G.I. Joe: Hearts & Minds
Context triple: [Max Brooks, wrote, G.I. Joe: Hearts & Minds]
  • A. G.I. Joe: Resolute
    G.I. Joe: Resolute is a mature-themed animated miniseries that reimagines the classic G.I. Joe vs. Cobra conflict with a darker tone and more realistic action.
  • B. G.I. Joe: Retaliation
    G.I. Joe: Retaliation is a 2013 action film based on the G.I. Joe toy franchise, featuring an elite military team battling a global terrorist organization with high-tech weaponry and large-scale set pieces.
  • C. G.I. Joe: Renegades
    G.I. Joe: Renegades is an animated television series that reimagines the classic G.I. Joe franchise with a team of young soldiers on the run after being framed as criminals by the Cobra organization.
  • D. The Story of G.I. Joe
    The Story of G.I. Joe is a 1945 American war film dramatizing the experiences of World War II infantrymen, inspired by the frontline reporting of journalist Ernie Pyle.
  • E. film G.I. Joe: The Rise of Cobra
    "G.I. Joe: The Rise of Cobra" is a 2009 live-action science fiction action film based on the G.I. Joe toy franchise, following an elite military unit as it battles the terrorist organization Cobra.
  • 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: G.I. Joe: Hearts & Minds
Triple: [Max Brooks, wrote, G.I. Joe: Hearts & Minds]
Generated description
G.I. Joe: Hearts & Minds is a comic book miniseries that offers a darker, psychologically driven take on the G.I. Joe universe, written by World War Z author Max Brooks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: G.I. Joe: Hearts & Minds
Target entity description: G.I. Joe: Hearts & Minds is a comic book miniseries that offers a darker, psychologically driven take on the G.I. Joe universe, written by World War Z author Max Brooks.
  • A. G.I. Joe: Resolute
    G.I. Joe: Resolute is a mature-themed animated miniseries that reimagines the classic G.I. Joe vs. Cobra conflict with a darker tone and more realistic action.
  • B. G.I. Joe: Retaliation
    G.I. Joe: Retaliation is a 2013 action film based on the G.I. Joe toy franchise, featuring an elite military team battling a global terrorist organization with high-tech weaponry and large-scale set pieces.
  • C. G.I. Joe: Renegades
    G.I. Joe: Renegades is an animated television series that reimagines the classic G.I. Joe franchise with a team of young soldiers on the run after being framed as criminals by the Cobra organization.
  • D. The Story of G.I. Joe
    The Story of G.I. Joe is a 1945 American war film dramatizing the experiences of World War II infantrymen, inspired by the frontline reporting of journalist Ernie Pyle.
  • E. film G.I. Joe: The Rise of Cobra
    "G.I. Joe: The Rise of Cobra" is a 2009 live-action science fiction action film based on the G.I. Joe toy franchise, following an elite military unit as it battles the terrorist organization Cobra.
  • 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_69d8dd05ac4c8190b1967d8f97f3fb2f completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5e34c22a08190bf34f92f727268c5 completed April 20, 2026, 8:26 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05dd94ce2881909c7487971ddfe44d completed May 14, 2026, 2:35 p.m.
NEDg Description generation batch_6a05e0c9bf4c8190b748a768198d09d1 completed May 14, 2026, 2:48 p.m.
NED2 Entity disambiguation (via description) batch_6a05e147a9848190a3d0503fad7354b9 completed May 14, 2026, 2:50 p.m.
Created at: April 10, 2026, 12:04 p.m.