Triple
T18630501
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Expectations and the Neutrality of Money |
E455402
|
entity |
| Predicate | influencedBy |
P9
|
FINISHED |
| Object | Keynesian macroeconomic models |
—
|
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: Keynesian macroeconomic models | Statement: [Expectations and the Neutrality of Money, influencedBy, Keynesian macroeconomic models]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Keynesian macroeconomic models Context triple: [Expectations and the Neutrality of Money, influencedBy, Keynesian macroeconomic models]
-
A.
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.
-
B.
Review of Keynesian Economics
Review of Keynesian Economics is an academic journal that publishes research and debate on Keynesian and post-Keynesian economic theory and policy.
-
C.
New Keynesian economics
chosen
New Keynesian economics is a modern macroeconomic framework that incorporates rational expectations and micro-founded price and wage rigidities to explain short-run economic fluctuations and justify active stabilization policy.
-
D.
Klein–Tinbergen macroeconometric models
The Klein–Tinbergen macroeconometric models are pioneering large-scale quantitative models of national economies that integrated economic theory with statistical estimation to analyze and forecast macroeconomic activity.
-
E.
Post-Keynesian economics
Post-Keynesian economics is a heterodox school of economic thought, inspired by John Maynard Keynes and further developed by economists like Nicholas Kaldor, that emphasizes fundamental uncertainty, the role of effective demand, and the importance of institutions and income distribution in determining macroeconomic outcomes.
- 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_69d8d38cc7948190a55ea64e5638994e |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e54f07fa8481908b2535b8fba70b7e |
completed | April 19, 2026, 9:54 p.m. |
Created at: April 10, 2026, 11:46 a.m.