Triple
T19315521
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Modigliani–Brumberg model |
E483086
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | Friedman permanent income hypothesis |
—
|
NE NERFINISHED |
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: Friedman permanent income hypothesis | Statement: [Modigliani–Brumberg model, relatedTo, Friedman permanent income hypothesis]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Friedman permanent income hypothesis Context triple: [Modigliani–Brumberg model, relatedTo, Friedman permanent income hypothesis]
-
A.
A Theory of the Consumption Function
A Theory of the Consumption Function is Milton Friedman’s influential 1957 economics book that introduced the permanent income hypothesis to explain household consumption behavior over time.
-
B.
Studies in the Quantity Theory of Money
Studies in the Quantity Theory of Money is an influential collection of essays by Milton Friedman that empirically examines and defends the quantity theory of money as a central explanation of inflation and monetary dynamics.
-
C.
permanent income hypothesis
chosen
The permanent income hypothesis is an economic theory, associated with Milton Friedman and the Chicago School, which posits that individuals base their consumption decisions on expected long-term average income rather than current income.
-
D.
Keynesian business cycle theories
Keynesian business cycle theories explain economic fluctuations primarily through changes in aggregate demand, emphasizing the roles of price and wage rigidities, government policy, and market imperfections in causing and mitigating recessions and booms.
-
E.
Interest and Prices: Foundations of a Theory of Monetary Policy
Interest and Prices: Foundations of a Theory of Monetary Policy is a highly influential macroeconomics book that develops a rigorous New Keynesian framework for analyzing monetary policy and inflation dynamics.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69d8e8d04d5c8190baa816986f2b1d1e |
completed | April 10, 2026, 12:10 p.m. |
| NER | Named-entity recognition | batch_69e60d833034819092a8414d5e0fc26e |
completed | April 20, 2026, 11:26 a.m. |
Created at: April 10, 2026, 1:32 p.m.