Triple

T8833864
Position Surface form Disambiguated ID Type / Status
Subject Boyd E210212 entity
Predicate hasNotableBearer P458 FINISHED
Object John Boyd
John Boyd was a United States Air Force fighter pilot and military strategist best known for developing the OODA loop concept and profoundly influencing modern maneuver warfare doctrine.
E760043 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 Boyd | Statement: [Boyd, hasNotableBearer, John Boyd]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Boyd
Context triple: [Boyd, hasNotableBearer, John Boyd]
  • A. William DeWitt Mitchell
    William DeWitt Mitchell was an American lawyer who served as the 54th United States Attorney General under President Herbert Hoover.
  • B. Curtis LeMay
    Curtis LeMay was a U.S. Air Force general known for orchestrating large-scale strategic bombing campaigns during World War II and later serving as Chief of Staff of the Air Force.
  • C. S. L. A. Marshall
    S. L. A. Marshall was an American military historian and U.S. Army officer known for his influential and sometimes controversial studies of combat behavior and battlefield tactics.
  • D. Henry Arnold
    Henry Arnold is the son of Margaret Mansfield, known primarily through his familial connection to her.
  • E. Billy Mitchell
    Billy Mitchell was a pioneering U.S. Army air power advocate whose outspoken promotion of strategic bombing and independent air forces profoundly shaped modern military aviation doctrine.
  • 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 Boyd
Triple: [Boyd, hasNotableBearer, John Boyd]
Generated description
John Boyd was a United States Air Force fighter pilot and military strategist best known for developing the OODA loop concept and profoundly influencing modern maneuver warfare doctrine.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Boyd
Target entity description: John Boyd was a United States Air Force fighter pilot and military strategist best known for developing the OODA loop concept and profoundly influencing modern maneuver warfare doctrine.
  • A. William DeWitt Mitchell
    William DeWitt Mitchell was an American lawyer who served as the 54th United States Attorney General under President Herbert Hoover.
  • B. Curtis LeMay
    Curtis LeMay was a U.S. Air Force general known for orchestrating large-scale strategic bombing campaigns during World War II and later serving as Chief of Staff of the Air Force.
  • C. S. L. A. Marshall
    S. L. A. Marshall was an American military historian and U.S. Army officer known for his influential and sometimes controversial studies of combat behavior and battlefield tactics.
  • D. Henry Arnold
    Henry Arnold is the son of Margaret Mansfield, known primarily through his familial connection to her.
  • E. Billy Mitchell
    Billy Mitchell was a pioneering U.S. Army air power advocate whose outspoken promotion of strategic bombing and independent air forces profoundly shaped modern military aviation doctrine.
  • 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_69ca8388549c819095fd94eadefbb007 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc60670fa48190b2a873f6498de7f6 completed April 1, 2026, 12:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69cf8975a6f481908ee435d0435c8ffb completed April 3, 2026, 9:33 a.m.
NEDg Description generation batch_69cf8a8e5db0819080e6fdc3d8322e94 completed April 3, 2026, 9:38 a.m.
NED2 Entity disambiguation (via description) batch_69cf8b8849ec8190915fa087b1b46c18 completed April 3, 2026, 9:42 a.m.
Created at: March 30, 2026, 6:47 p.m.