Triple

T10101920
Position Surface form Disambiguated ID Type / Status
Subject Schultz E216222 entity
Predicate hasNotableBearer P458 FINISHED
Object John W. Schultz
John W. Schultz is an individual notable enough to be specifically cited as a bearer of the surname Schultz, though detailed public information about his life or achievements is limited.
 E983479 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 W. Schultz | Statement: [Schultz, hasNotableBearer, John W. Schultz]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John W. Schultz
Context triple: [Schultz, hasNotableBearer, John W. Schultz]
  • A. William R. Schowalter
    William R. Schowalter is an American chemical engineer and fluid dynamicist renowned for his pioneering contributions to non-Newtonian fluid mechanics and transport phenomena.
  • B. John G. Schmitz
    John G. Schmitz was a conservative American politician and U.S. Congressman who ran as a third-party presidential candidate in the 1972 election.
  • C. George B. Schubauer
    George B. Schubauer was an American engineer and experimental physicist known for his influential work in fluid mechanics and turbulence research.
  • D. Charles T. Brumback
    Charles T. Brumback was an American media executive best known for serving as a top leader, including CEO, of the Tribune Company, the major newspaper and broadcasting conglomerate.
  • E. John F. Sattler
    John F. Sattler is a retired U.S. Marine Corps lieutenant general known for his leadership of Marine forces during the Iraq War, including major operations in Fallujah.
  • 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 W. Schultz
Triple: [Schultz, hasNotableBearer, John W. Schultz]
Generated description
John W. Schultz is an individual notable enough to be specifically cited as a bearer of the surname Schultz, though detailed public information about his life or achievements is limited.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: John W. Schultz
Target entity description: John W. Schultz is an individual notable enough to be specifically cited as a bearer of the surname Schultz, though detailed public information about his life or achievements is limited.
  • A. William R. Schowalter
    William R. Schowalter is an American chemical engineer and fluid dynamicist renowned for his pioneering contributions to non-Newtonian fluid mechanics and transport phenomena.
  • B. John G. Schmitz
    John G. Schmitz was a conservative American politician and U.S. Congressman who ran as a third-party presidential candidate in the 1972 election.
  • C. George B. Schubauer
    George B. Schubauer was an American engineer and experimental physicist known for his influential work in fluid mechanics and turbulence research.
  • D. Charles T. Brumback
    Charles T. Brumback was an American media executive best known for serving as a top leader, including CEO, of the Tribune Company, the major newspaper and broadcasting conglomerate.
  • E. John F. Sattler
    John F. Sattler is a retired U.S. Marine Corps lieutenant general known for his leadership of Marine forces during the Iraq War, including major operations in Fallujah.
  • 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_69ca83d039f08190b9d10363221c69fb completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cdd099c21c819097aac4f0f168a2da completed April 2, 2026, 2:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69f63ed654848190b53e8b64d81eb143 completed May 2, 2026, 6:13 p.m.
NEDg Description generation batch_69f6400fe9888190ae8244ccc8e8bc39 completed May 2, 2026, 6:18 p.m.
NED2 Entity disambiguation (via description) batch_69f64168d23881908daee7d7cba2160d completed May 2, 2026, 6:24 p.m.
Created at: March 30, 2026, 9:02 p.m.