Triple
T4329423
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Gary Becker |
E96711
|
entity |
| Predicate | memberOf |
P10
|
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: [Gary Becker, memberOf, Chicago school of economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chicago school of economics Context triple: [Gary Becker, memberOf, 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.
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.
- 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_69b34542fd908190b11b08faad8decfd |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3513545fc81909e29de7eae1829f7 |
completed | March 12, 2026, 11:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5db98ae888190aac5b5b7839ae7dd |
completed | March 14, 2026, 10:05 p.m. |
Created at: March 12, 2026, 11:13 p.m.