Triple

T8815436
Position Surface form Disambiguated ID Type / Status
Subject Perkins E209764 entity
Predicate hasNotableBearer P458 FINISHED
Object John Perkins
John Perkins is an American author and former economic hit man best known for his book "Confessions of an Economic Hit Man," in which he alleges involvement in covert economic manipulation on behalf of U.S. interests.
E758620 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 Perkins | Statement: [Perkins, hasNotableBearer, John Perkins]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Perkins
Context triple: [Perkins, hasNotableBearer, John Perkins]
  • A. Claus Wigand
    Claus Wigand is a person notable enough to be recognized as a prominent bearer of the surname Wigand.
  • B. Edward Epstein
    Edward Epstein is a biographer and author known for his works on notable historical and political figures.
  • C. Tim Weiner
    Tim Weiner is an American journalist and author best known for his Pulitzer Prize-winning reporting and his books on the history of U.S. intelligence agencies.
  • D. Robert Baer
    Robert Baer is a former CIA case officer and author known for his memoirs on Middle East espionage and U.S. intelligence, one of which inspired the film "Syriana."
  • E. Jeffrey Wigand
    Jeffrey Wigand is an American former tobacco executive turned whistleblower who exposed health risks and corporate misconduct in the cigarette industry, most famously depicted in the film "The Insider."
  • 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 Perkins
Triple: [Perkins, hasNotableBearer, John Perkins]
Generated description
John Perkins is an American author and former economic hit man best known for his book "Confessions of an Economic Hit Man," in which he alleges involvement in covert economic manipulation on behalf of U.S. interests.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Perkins
Target entity description: John Perkins is an American author and former economic hit man best known for his book "Confessions of an Economic Hit Man," in which he alleges involvement in covert economic manipulation on behalf of U.S. interests.
  • A. Claus Wigand
    Claus Wigand is a person notable enough to be recognized as a prominent bearer of the surname Wigand.
  • B. Edward Epstein
    Edward Epstein is a biographer and author known for his works on notable historical and political figures.
  • C. Tim Weiner
    Tim Weiner is an American journalist and author best known for his Pulitzer Prize-winning reporting and his books on the history of U.S. intelligence agencies.
  • D. Robert Baer
    Robert Baer is a former CIA case officer and author known for his memoirs on Middle East espionage and U.S. intelligence, one of which inspired the film "Syriana."
  • E. Jeffrey Wigand
    Jeffrey Wigand is an American former tobacco executive turned whistleblower who exposed health risks and corporate misconduct in the cigarette industry, most famously depicted in the film "The Insider."
  • 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_69ca8363f3308190a47e3f1ebd51f613 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5ff2ff248190bafcafe8b3860e53 completed March 31, 2026, 11:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69cf6fb898388190b96242ff41599250 completed April 3, 2026, 7:43 a.m.
NEDg Description generation batch_69cf7101b0088190843affad2474eb32 completed April 3, 2026, 7:49 a.m.
NED2 Entity disambiguation (via description) batch_69cf725ebb4c8190be3b19e9c5e854ac completed April 3, 2026, 7:55 a.m.
Created at: March 30, 2026, 6:45 p.m.