Triple

T11994241
Position Surface form Disambiguated ID Type / Status
Subject George Luz E285486 entity
Predicate unitComrades P102772 FINISHED
Object Edward Heffron
Edward Heffron was a U.S. Army paratrooper of Easy Company, 506th Parachute Infantry Regiment, whose World War II service was chronicled in the book and miniseries "Band of Brothers."
 E991314 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: Edward Heffron | Statement: [George Luz, unitComrades, Edward Heffron]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Edward Heffron
Context triple: [George Luz, unitComrades, Edward Heffron]
  • A. Richard T. Heffron
    Richard T. Heffron was an American film and television director known for works such as "Futureworld" and the miniseries "North and South."
  • B. Robert N. Fitch
    Robert N. Fitch was a composer best known for writing the University of California fight song "Fight for California."
  • C. Edward H. Heinemann
    Edward H. Heinemann was a renowned American aeronautical engineer and aircraft designer best known for creating several iconic military aircraft for Douglas Aircraft Company, including the A-4 Skyhawk and A-26 Invader.
  • D. Paul A. Suttell
    Paul A. Suttell is an American jurist who serves as the Chief Justice of the Rhode Island Supreme Court.
  • E. J. H. Wyman
    J. H. Wyman is a television writer and producer best known for his work on science fiction series such as Fringe and Debris.
  • 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: Edward Heffron
Triple: [George Luz, unitComrades, Edward Heffron]
Generated description
Edward Heffron was a U.S. Army paratrooper of Easy Company, 506th Parachute Infantry Regiment, whose World War II service was chronicled in the book and miniseries "Band of Brothers."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Edward Heffron
Target entity description: Edward Heffron was a U.S. Army paratrooper of Easy Company, 506th Parachute Infantry Regiment, whose World War II service was chronicled in the book and miniseries "Band of Brothers."
  • A. Richard T. Heffron
    Richard T. Heffron was an American film and television director known for works such as "Futureworld" and the miniseries "North and South."
  • B. Robert N. Fitch
    Robert N. Fitch was a composer best known for writing the University of California fight song "Fight for California."
  • C. Edward H. Heinemann
    Edward H. Heinemann was a renowned American aeronautical engineer and aircraft designer best known for creating several iconic military aircraft for Douglas Aircraft Company, including the A-4 Skyhawk and A-26 Invader.
  • D. Paul A. Suttell
    Paul A. Suttell is an American jurist who serves as the Chief Justice of the Rhode Island Supreme Court.
  • E. J. H. Wyman
    J. H. Wyman is a television writer and producer best known for his work on science fiction series such as Fringe and Debris.
  • 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_69d6ab44a77c8190a652f4b27164e4ef completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d915124e4c8190b0264c2a09e3c2f3 completed April 10, 2026, 3:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69f655531d708190b351b98064afec3f completed May 2, 2026, 7:49 p.m.
NEDg Description generation batch_69f656a6dafc81908acf59c0ba65189a completed May 2, 2026, 7:55 p.m.
NED2 Entity disambiguation (via description) batch_69f65b4d109c8190b48c71f664e7bb3f completed May 2, 2026, 8:15 p.m.
Created at: April 8, 2026, 9:46 p.m.