Triple

T3647560
Position Surface form Disambiguated ID Type / Status
Subject José Piñera E77336 entity
Predicate memberOf P10 FINISHED
Object Chicago Boys (group of Chilean free-market economists)
The Chicago Boys were a group of Chilean economists trained at the University of Chicago who became influential in implementing radical free-market reforms during Augusto Pinochet’s military regime.
E375953 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: Chicago Boys (group of Chilean free-market economists) | Statement: [José Piñera, memberOf, Chicago Boys (group of Chilean free-market economists)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chicago Boys (group of Chilean free-market economists)
Context triple: [José Piñera, memberOf, Chicago Boys (group of Chilean free-market economists)]
  • A. Chicago School economics
    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. Laffer Associates
    Laffer Associates is an economic research and consulting firm known for its work on supply-side economics and fiscal policy analysis.
  • 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. Austrian School of economics
    The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
  • E. Milton and Rose D. Friedman Foundation for Educational Choice
    The Milton and Rose D. Friedman Foundation for Educational Choice is a nonprofit organization dedicated to advancing school choice and educational freedom through research, advocacy, and policy development.
  • 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: Chicago Boys (group of Chilean free-market economists)
Triple: [José Piñera, memberOf, Chicago Boys (group of Chilean free-market economists)]
Generated description
The Chicago Boys were a group of Chilean economists trained at the University of Chicago who became influential in implementing radical free-market reforms during Augusto Pinochet’s military regime.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chicago Boys (group of Chilean free-market economists)
Target entity description: The Chicago Boys were a group of Chilean economists trained at the University of Chicago who became influential in implementing radical free-market reforms during Augusto Pinochet’s military regime.
  • A. Chicago School economics
    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. Laffer Associates
    Laffer Associates is an economic research and consulting firm known for its work on supply-side economics and fiscal policy analysis.
  • 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. Austrian School of economics
    The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
  • E. Milton and Rose D. Friedman Foundation for Educational Choice
    The Milton and Rose D. Friedman Foundation for Educational Choice is a nonprofit organization dedicated to advancing school choice and educational freedom through research, advocacy, and policy development.
  • 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_69ad85de1b988190a45f8dbfebc806fc completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc38aa2388190bf1af926375e2433 completed March 8, 2026, 6:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69b44f394f9c8190881edc18b544dbb7 completed March 13, 2026, 5:54 p.m.
NEDg Description generation batch_69b45347e364819080c0dac755405462 completed March 13, 2026, 6:11 p.m.
NED2 Entity disambiguation (via description) batch_69b45f4640e881909b0e3b68cb899669 completed March 13, 2026, 7:02 p.m.
Created at: March 8, 2026, 3:24 p.m.