Triple

T590683
Position Surface form Disambiguated ID Type / Status
Subject Milton Friedman E17260 entity
Predicate employer P7 FINISHED
Object National Bureau of Economic Research
The National Bureau of Economic Research is a leading American nonprofit research organization best known for its influential economic studies and for officially determining U.S. business cycle dates.
E74052 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: National Bureau of Economic Research | Statement: [Milton Friedman, employer, National Bureau of Economic Research]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: National Bureau of Economic Research
Context triple: [Milton Friedman, employer, National Bureau of Economic Research]
  • A. 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.
  • B. Office of Economic Research
    The Office of Economic Research is a unit that conducts economic analysis and research to support the regulatory and policy work of the U.S. Securities and Exchange Commission.
  • C. Economist Educational Foundation
    The Economist Educational Foundation is a charitable organization that develops resources and programs to help young people engage critically with current affairs and global issues.
  • D. American Economic Association
    The American Economic Association is a leading professional organization of economists in the United States, best known for publishing influential academic journals and hosting major conferences in the field of economics.
  • E. Institute for Quantitative Social Science at Harvard University
    The Institute for Quantitative Social Science at Harvard University is a research center dedicated to advancing empirical and computational methods for the study of social and political phenomena.
  • 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: National Bureau of Economic Research
Triple: [Milton Friedman, employer, National Bureau of Economic Research]
Generated description
The National Bureau of Economic Research is a leading American nonprofit research organization best known for its influential economic studies and for officially determining U.S. business cycle dates.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: National Bureau of Economic Research
Target entity description: The National Bureau of Economic Research is a leading American nonprofit research organization best known for its influential economic studies and for officially determining U.S. business cycle dates.
  • A. 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.
  • B. Office of Economic Research
    The Office of Economic Research is a unit that conducts economic analysis and research to support the regulatory and policy work of the U.S. Securities and Exchange Commission.
  • C. Economist Educational Foundation
    The Economist Educational Foundation is a charitable organization that develops resources and programs to help young people engage critically with current affairs and global issues.
  • D. American Economic Association
    The American Economic Association is a leading professional organization of economists in the United States, best known for publishing influential academic journals and hosting major conferences in the field of economics.
  • E. Institute for Quantitative Social Science at Harvard University
    The Institute for Quantitative Social Science at Harvard University is a research center dedicated to advancing empirical and computational methods for the study of social and political phenomena.
  • 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_69a49379d09c8190ac7e00b24e2810b1 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a49bb8ff0081909cd53d88930e2693 completed March 1, 2026, 8:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69a51554857481909c684b86b51aa126 completed March 2, 2026, 4:43 a.m.
NEDg Description generation batch_69a5163b240881909672bf4bc2ebe9cf completed March 2, 2026, 4:46 a.m.
NED2 Entity disambiguation (via description) batch_69a516a1e6508190a7ecb801f5080ddd completed March 2, 2026, 4:48 a.m.
Created at: March 1, 2026, 7:33 p.m.