Triple

T20364065
Position Surface form Disambiguated ID Type / Status
Subject social choice theory E496859 entity
Predicate developedBy P73 FINISHED
Object Duncan Black NE NERFINISHED

How this triple was built (3 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: Duncan Black | Statement: [social choice theory, developedBy, Duncan Black]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Duncan Black
Context triple: [social choice theory, developedBy, Duncan Black]
  • A. George W. Towns
    George W. Towns was a 19th-century American politician who served as governor of Georgia and for whom Towns County in the state is named.
  • B. Michael Cavanagh
    Michael Cavanagh is an Australian drummer best known for his work with the psychedelic rock band King Gizzard & the Lizard Wizard.
  • C. Ros Bailey
    Ros Bailey is a fictional executive character in the "Fifty Shades" series who serves in a senior leadership role at Christian Grey’s company.
  • D. Joe Hutshing
    Joe Hutshing is an American film editor known for his work on major Hollywood films, including collaborations with directors like Oliver Stone and Cameron Crowe.
  • E. Clay Pell
    Clay Pell is an American lawyer, military officer, and former U.S. Deputy Assistant Secretary of Education who is also known for his marriage to figure skating champion Michelle Kwan.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Duncan Black
Target entity description: Duncan Black was a pioneering economist and political scientist whose work laid the foundations of modern social choice theory, particularly through his analysis of committee decision-making and majority voting.
  • A. George W. Towns
    George W. Towns was a 19th-century American politician who served as governor of Georgia and for whom Towns County in the state is named.
  • B. Michael Cavanagh
    Michael Cavanagh is an Australian drummer best known for his work with the psychedelic rock band King Gizzard & the Lizard Wizard.
  • C. Ros Bailey
    Ros Bailey is a fictional executive character in the "Fifty Shades" series who serves in a senior leadership role at Christian Grey’s company.
  • D. Joe Hutshing
    Joe Hutshing is an American film editor known for his work on major Hollywood films, including collaborations with directors like Oliver Stone and Cameron Crowe.
  • E. Clay Pell
    Clay Pell is an American lawyer, military officer, and former U.S. Deputy Assistant Secretary of Education who is also known for his marriage to figure skating champion Michelle Kwan.
  • F. None of above. chosen

Provenance (2 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_69e0b4a4f9b081908a5a021919c21ccb completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6786fd0088190908187ab642344cc completed April 20, 2026, 7:03 p.m.
Created at: April 16, 2026, 11:26 a.m.