Triple
T11515467
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Walrasian market-clearing framework |
E273018
|
entity |
| Predicate | contrastsWith |
P278
|
FINISHED |
| Object | Keynesian fixed-price models |
E915171
|
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: Keynesian fixed-price models | Statement: [Walrasian market-clearing framework, contrastsWith, Keynesian fixed-price models]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Keynesian fixed-price models Context triple: [Walrasian market-clearing framework, contrastsWith, Keynesian fixed-price models]
-
A.
Keynesian business cycle theories
chosen
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.
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.
-
C.
Walrasian market-clearing framework
The Walrasian market-clearing framework is a general equilibrium model in which perfectly competitive markets continuously adjust prices so that supply equals demand in all markets simultaneously.
-
D.
New Keynesian Phillips Curve
The New Keynesian Phillips Curve is a macroeconomic relationship that links inflation dynamics to expected future inflation and real economic activity, derived from models with nominal rigidities and forward-looking behavior.
-
E.
“Models of Business Cycles”
“Models of Business Cycles” is an influential economics book by Robert Lucas Jr. that develops a rigorous, microfounded theory of business cycle fluctuations using rational expectations and real business cycle methodology.
- 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_69d6aae2c3748190bed2ea50dfb160dc |
completed | April 8, 2026, 7:22 p.m. |
| NER | Named-entity recognition | batch_69d86db8bf9c8190820c289e6b0c3873 |
completed | April 10, 2026, 3:25 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e625143a608190a1119b30c08df0fd |
completed | April 20, 2026, 1:07 p.m. |
Created at: April 8, 2026, 9:36 p.m.