Triple
T2847686
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Austrian School of economics |
E63019
|
entity |
| Predicate | associatedWithConcept |
P531
|
FINISHED |
| Object |
Austrian Business Cycle Theory
Austrian Business Cycle Theory is an economic theory that explains boom-and-bust cycles as the result of central bank–driven credit expansion and artificially low interest rates distorting investment decisions.
|
E63022
|
NE FINISHED |
How this triple was built (4 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: Austrian Business Cycle Theory | Statement: [Austrian School of economics, associatedWithConcept, Austrian Business Cycle Theory]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Austrian Business Cycle Theory Context triple: [Austrian School of economics, associatedWithConcept, Austrian Business Cycle Theory]
-
A.
A Contribution to the Theory of the Trade Cycle
A Contribution to the Theory of the Trade Cycle is an influential economic work by John R. Hicks that develops a formal model to explain the causes and dynamics of business cycles.
-
B.
On the Theory of Economic Policy
On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
-
C.
A Treatise on Money
A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
-
D.
The Theory of Money and Credit
The Theory of Money and Credit is a foundational 1912 treatise by economist Ludwig von Mises that develops a comprehensive Austrian School theory of money, banking, and monetary policy.
-
E.
Monetary Policy, Inflation, and the Business Cycle
"Monetary Policy, Inflation, and the Business Cycle" is a widely cited macroeconomics book that develops and applies New Keynesian models to analyze how monetary policy affects inflation dynamics and economic fluctuations.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Austrian Business Cycle Theory Triple: [Austrian School of economics, associatedWithConcept, Austrian Business Cycle Theory]
Generated description
Austrian Business Cycle Theory is an economic theory that explains boom-and-bust cycles as the result of central bank–driven credit expansion and artificially low interest rates distorting investment decisions.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Austrian Business Cycle Theory Target entity description: Austrian Business Cycle Theory is an economic theory that explains boom-and-bust cycles as the result of central bank–driven credit expansion and artificially low interest rates distorting investment decisions.
-
A.
A Contribution to the Theory of the Trade Cycle
A Contribution to the Theory of the Trade Cycle is an influential economic work by John R. Hicks that develops a formal model to explain the causes and dynamics of business cycles.
-
B.
On the Theory of Economic Policy
On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
-
C.
A Treatise on Money
A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
-
D.
The Theory of Money and Credit
chosen
The Theory of Money and Credit is a foundational 1912 treatise by economist Ludwig von Mises that develops a comprehensive Austrian School theory of money, banking, and monetary policy.
-
E.
Monetary Policy, Inflation, and the Business Cycle
"Monetary Policy, Inflation, and the Business Cycle" is a widely cited macroeconomics book that develops and applies New Keynesian models to analyze how monetary policy affects inflation dynamics and economic fluctuations.
- F. None of above.
Provenance (5 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_69ab4c407c408190857d25e027155ce9 |
completed | March 6, 2026, 9:50 p.m. |
| NER | Named-entity recognition | batch_69abdf403698819084fb4ace5839aa05 |
completed | March 7, 2026, 8:18 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69afe8dbdff88190b6c46cfd6ef54bb8 |
completed | March 10, 2026, 9:48 a.m. |
| NEDg | Description generation | batch_69afe9ac2e94819095513eab63b60dc4 |
completed | March 10, 2026, 9:51 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b002c3187481909c0e352d5902a468 |
completed | March 10, 2026, 11:38 a.m. |
Created at: March 6, 2026, 10:02 p.m.