Triple

T18897873
Position Surface form Disambiguated ID Type / Status
Subject Andrew W. Marshall E462254 entity
Predicate notableStudent P4838 FINISHED
Object Thomas G. Mahnken
Thomas G. Mahnken is an American defense analyst and strategist known for his work on military innovation, net assessment, and U.S. national security policy.
E1347758 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: Thomas G. Mahnken | Statement: [Andrew W. Marshall, notableStudent, Thomas G. Mahnken]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Thomas G. Mahnken
Context triple: [Andrew W. Marshall, notableStudent, Thomas G. Mahnken]
  • A. Larry Hennig
    Larry Hennig was an American professional wrestler best known for his successful tag team career in the AWA and as the father of "Mr. Perfect" Curt Hennig.
  • B. Bert Christman
    Bert Christman was an American cartoonist and comic book artist best known as one of the co-creators of the DC Comics character Sandman (Wesley Dodds) and as a World War II pilot who died in combat.
  • C. Joe Hennig
    Joe Hennig is an American professional wrestler best known for his WWE run under the ring name Curtis Axel and for being the son of WWE Hall of Famer "Mr. Perfect" Curt Hennig.
  • D. Ray Heindorf
    Ray Heindorf was an American composer, arranger, and musical director best known for his work on numerous Hollywood film scores during the mid-20th century.
  • E. Rick Fehr
    Rick Fehr is an American professional golfer who competed primarily on the PGA Tour, earning multiple victories during the 1980s and 1990s.
  • 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: Thomas G. Mahnken
Triple: [Andrew W. Marshall, notableStudent, Thomas G. Mahnken]
Generated description
Thomas G. Mahnken is an American defense analyst and strategist known for his work on military innovation, net assessment, and U.S. national security policy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Thomas G. Mahnken
Target entity description: Thomas G. Mahnken is an American defense analyst and strategist known for his work on military innovation, net assessment, and U.S. national security policy.
  • A. Larry Hennig
    Larry Hennig was an American professional wrestler best known for his successful tag team career in the AWA and as the father of "Mr. Perfect" Curt Hennig.
  • B. Bert Christman
    Bert Christman was an American cartoonist and comic book artist best known as one of the co-creators of the DC Comics character Sandman (Wesley Dodds) and as a World War II pilot who died in combat.
  • C. Joe Hennig
    Joe Hennig is an American professional wrestler best known for his WWE run under the ring name Curtis Axel and for being the son of WWE Hall of Famer "Mr. Perfect" Curt Hennig.
  • D. Ray Heindorf
    Ray Heindorf was an American composer, arranger, and musical director best known for his work on numerous Hollywood film scores during the mid-20th century.
  • E. Rick Fehr
    Rick Fehr is an American professional golfer who competed primarily on the PGA Tour, earning multiple victories during the 1980s and 1990s.
  • 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_69d8dcfd05bc819088903cca13cc2846 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5c52689308190b2e5ca163b1f6cd1 completed April 20, 2026, 6:18 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0582bad1c48190b01afdb8e70883bd completed May 14, 2026, 8:07 a.m.
NEDg Description generation batch_6a0584717b3c81908049e6590f7f96ec completed May 14, 2026, 8:14 a.m.
NED2 Entity disambiguation (via description) batch_6a05852c2bbc8190ae7b8658817b5972 completed May 14, 2026, 8:17 a.m.
Created at: April 10, 2026, 11:58 a.m.