Triple

T1349263
Position Surface form Disambiguated ID Type / Status
Subject Bourke v. Beshear E28843 entity
Predicate judge P3169 FINISHED
Object John G. Heyburn II
John G. Heyburn II was a United States District Judge for the Western District of Kentucky, known for his rulings on significant constitutional issues including same-sex marriage.
E154907 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 G. Heyburn II | Statement: [Bourke v. Beshear, judge, John G. Heyburn II]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John G. Heyburn II
Context triple: [Bourke v. Beshear, judge, John G. Heyburn II]
  • A. William C. Reynolds
    William C. Reynolds was a prominent American mechanical engineer and fluid dynamicist known for influential contributions to turbulence and compressible flow research.
  • B. Delbert D. Black
    Delbert D. Black was a United States Navy sailor who became the first senior enlisted advisor to the Chief of Naval Operations, helping to shape the modern role and voice of enlisted personnel in the Navy.
  • C. Thoroughgood Marshall
    Thoroughgood Marshall, better known as Thurgood Marshall, was a pioneering American civil rights lawyer and the first African American justice on the U.S. Supreme Court.
  • D. Henry B. Steagall
    Henry B. Steagall was an American Democratic congressman from Alabama best known for his key role in New Deal–era financial legislation, including coauthoring the landmark Glass–Steagall Act.
  • E. Governor Frederic T. Greenhalge
    Governor Frederic T. Greenhalge was a late 19th-century Republican governor of Massachusetts known for his progressive reforms and for helping to establish Patriots’ Day as a state holiday.
  • 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 G. Heyburn II
Triple: [Bourke v. Beshear, judge, John G. Heyburn II]
Generated description
John G. Heyburn II was a United States District Judge for the Western District of Kentucky, known for his rulings on significant constitutional issues including same-sex marriage.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John G. Heyburn II
Target entity description: John G. Heyburn II was a United States District Judge for the Western District of Kentucky, known for his rulings on significant constitutional issues including same-sex marriage.
  • A. William C. Reynolds
    William C. Reynolds was a prominent American mechanical engineer and fluid dynamicist known for influential contributions to turbulence and compressible flow research.
  • B. Delbert D. Black
    Delbert D. Black was a United States Navy sailor who became the first senior enlisted advisor to the Chief of Naval Operations, helping to shape the modern role and voice of enlisted personnel in the Navy.
  • C. Thoroughgood Marshall
    Thoroughgood Marshall, better known as Thurgood Marshall, was a pioneering American civil rights lawyer and the first African American justice on the U.S. Supreme Court.
  • D. Henry B. Steagall
    Henry B. Steagall was an American Democratic congressman from Alabama best known for his key role in New Deal–era financial legislation, including coauthoring the landmark Glass–Steagall Act.
  • E. Governor Frederic T. Greenhalge
    Governor Frederic T. Greenhalge was a late 19th-century Republican governor of Massachusetts known for his progressive reforms and for helping to establish Patriots’ Day as a state holiday.
  • 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_69a498571d248190a0ac9eb02d97097f completed March 1, 2026, 7:49 p.m.
NER Named-entity recognition batch_69a4c268745481908be649526c18e558 completed March 1, 2026, 10:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69acc63c3764819094cc02e6e2332a6b completed March 8, 2026, 12:43 a.m.
NEDg Description generation batch_69acca1b067481909d2ed51a6f1faae6 completed March 8, 2026, 1 a.m.
NED2 Entity disambiguation (via description) batch_69acca84efac8190a8f88e0c86b14a39 completed March 8, 2026, 1:01 a.m.
Created at: March 1, 2026, 7:56 p.m.