Triple
T590671
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Milton Friedman |
E17260
|
entity |
| Predicate | movement |
P81
|
FINISHED |
| Object | Chicago school of economics |
E17879
|
NE FINISHED |
How this triple was built (2 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: [Milton Friedman, movement, Chicago school of economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chicago school of economics Context triple: [Milton Friedman, movement, 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.
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.
-
C.
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.
-
D.
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.
-
E.
Frankfurt School
The Frankfurt School was a group of 20th-century German social theorists and philosophers associated with critical theory, Marxism, and critiques of modern capitalist and authoritarian societies.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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. |
Created at: March 1, 2026, 7:33 p.m.