Triple

T4856097
Position Surface form Disambiguated ID Type / Status
Subject Arnold Harberger E108539 entity
Predicate memberOfSchoolOfThought P59967 FINISHED
Object Chicago School of economics E17879 NE FINISHED

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: Chicago School of economics | Statement: [Arnold Harberger, memberOfSchoolOfThought, Chicago School of economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Chicago School of economics
Context triple: [Arnold Harberger, memberOfSchoolOfThought, Chicago School of economics]
  • A. Chicago School economics chosen
    Chicago School economics is a free-market-oriented school of economic thought, centered at the University of Chicago, known for its strong advocacy of limited government intervention, monetarism, and rational expectations.
  • B. University of Chicago Department of Economics
    The University of Chicago Department of Economics is a globally influential economics department renowned for its rigorous quantitative approach and for shaping modern economic thought through the “Chicago School” tradition.
  • C. Becker Friedman Institute for Research in Economics
    The Becker Friedman Institute for Research in Economics is a University of Chicago research center that advances economic scholarship and policy analysis through data-driven, interdisciplinary work.
  • D. University of Chicago Graduate School of Business
    The University of Chicago Graduate School of Business, now known as the Booth School of Business, is a leading global business school renowned for its rigorous, economics-based approach to management education and research.
  • E. University of Chicago
    The University of Chicago is a private research university in Chicago renowned for its rigorous academics, influential scholarship across disciplines, and significant contributions to economics, law, and the social sciences.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07 
Target predicate: memberOfSchoolOfThought
Context triple: [Arnold Harberger, memberOfSchoolOfThought, Chicago School of economics]
  • A. studiedUnder
    Indicates that one entity received instruction, training, or mentorship from another, typically in an academic or apprenticeship context.
  • B. hasThinkTank
    Indicates that an entity is associated with, supported by, or operates a think tank as part of its activities or structure.
  • C. associatedWithSchool
    Indicates a relationship where an entity has a connection or affiliation with a particular school, such as attendance, employment, or partnership.
  • D. officialSchoolOf
    Indicates that one entity is formally recognized as the designated school or educational institution associated with another entity (such as a person, organization, or program).
  • E. hasEducationalRole
    Indicates that an entity holds a specific function, position, or responsibility within an educational context or setting.
  • 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_69bd440a89548190a5f14ba6da6b97dc completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6ddd17d881909f7731ff2b460e83 completed March 20, 2026, 3:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69be5cec638481909a3345f348116bbc completed March 21, 2026, 8:55 a.m.
PD Predicate disambiguation batch_69bd6c2557388190a2d15571bacd24f3 completed March 20, 2026, 3:47 p.m.
PDg Predicate description generation batch_69bd6dda5e808190a26ec85e4499d8e4 completed March 20, 2026, 3:55 p.m.
Created at: March 20, 2026, 1:26 p.m.