Triple

T5887290
Position Surface form Disambiguated ID Type / Status
Subject Calgary Stampeders E130894 entity
Predicate notableFormerCoach P4378 FINISHED
Object John Hufnagel
John Hufnagel is a prominent Canadian Football League coach and executive best known for leading the Calgary Stampeders to multiple Grey Cup championships.
E636120 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 Hufnagel | Statement: [Calgary Stampeders, notableFormerCoach, John Hufnagel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Hufnagel
Context triple: [Calgary Stampeders, notableFormerCoach, John Hufnagel]
  • A. John Eisendrath
    John Eisendrath is a television writer and producer best known for his work on series such as "The Blacklist" and "Alias."
  • B. Charles Rettig
    Charles Rettig is an American tax attorney who served as the Commissioner of the Internal Revenue Service (IRS) from 2018 to 2022.
  • C. John Kiffmeyer
    John Kiffmeyer is an American drummer best known for being the original drummer of the punk rock band Green Day during their early years.
  • D. Thomas F. Hofmann
    Thomas F. Hofmann is a German food chemist and academic leader who serves as president of the Technical University of Munich.
  • E. John Hembree
    John Hembree is a musician best known for briefly serving as a bassist for the American rock band Paramore.
  • 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 Hufnagel
Triple: [Calgary Stampeders, notableFormerCoach, John Hufnagel]
Generated description
John Hufnagel is a prominent Canadian Football League coach and executive best known for leading the Calgary Stampeders to multiple Grey Cup championships.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Hufnagel
Target entity description: John Hufnagel is a prominent Canadian Football League coach and executive best known for leading the Calgary Stampeders to multiple Grey Cup championships.
  • A. John Eisendrath
    John Eisendrath is a television writer and producer best known for his work on series such as "The Blacklist" and "Alias."
  • B. Charles Rettig
    Charles Rettig is an American tax attorney who served as the Commissioner of the Internal Revenue Service (IRS) from 2018 to 2022.
  • C. John Kiffmeyer
    John Kiffmeyer is an American drummer best known for being the original drummer of the punk rock band Green Day during their early years.
  • D. Thomas F. Hofmann
    Thomas F. Hofmann is a German food chemist and academic leader who serves as president of the Technical University of Munich.
  • E. John Hembree
    John Hembree is a musician best known for briefly serving as a bassist for the American rock band Paramore.
  • 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_69c0085628dc8190b334c1b44c067efc completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c0367a61648190bf97746caa4061fe completed March 22, 2026, 6:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69c77510f80c81908fe7784bdaa640c5 completed March 28, 2026, 6:28 a.m.
NEDg Description generation batch_69c777671e248190b0b9a38f798446d9 completed March 28, 2026, 6:38 a.m.
NED2 Entity disambiguation (via description) batch_69c777c80d6c8190b4e7cd0243c9042e completed March 28, 2026, 6:40 a.m.
Created at: March 22, 2026, 3:57 p.m.