Triple
T11862097
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Alvin Hansen |
E282183
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
secular stagnation hypothesis
The secular stagnation hypothesis is an economic theory proposing that mature economies can experience prolonged periods of low growth, low interest rates, and underemployment due to chronic demand shortfalls and structural factors.
|
E950847
|
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: secular stagnation hypothesis | Statement: [Alvin Hansen, notableWork, secular stagnation hypothesis]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: secular stagnation hypothesis Context triple: [Alvin Hansen, notableWork, secular stagnation hypothesis]
-
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.
neoclassical synthesis
The neoclassical synthesis is a mid-20th-century economic framework that blends Keynesian macroeconomics with neoclassical microeconomics to explain and guide modern mixed-market economies.
-
C.
Rodrik trilemma
The Rodrik trilemma is an economic and political theory proposing that democracy, national sovereignty, and deep economic globalization cannot all be fully achieved at the same time, forcing countries to trade off among them.
-
D.
The Macroeconomics of the Great Depression
The Macroeconomics of the Great Depression is an academic work that analyzes the causes, dynamics, and policy responses of the Great Depression using modern macroeconomic theory and empirical methods.
-
E.
Ricardian equivalence
Ricardian equivalence is an economic theory proposing that consumers anticipate future taxes implied by government borrowing and therefore adjust their saving so that deficit-financed tax cuts do not affect overall demand.
- 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: secular stagnation hypothesis Triple: [Alvin Hansen, notableWork, secular stagnation hypothesis]
Generated description
The secular stagnation hypothesis is an economic theory proposing that mature economies can experience prolonged periods of low growth, low interest rates, and underemployment due to chronic demand shortfalls and structural factors.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: secular stagnation hypothesis Target entity description: The secular stagnation hypothesis is an economic theory proposing that mature economies can experience prolonged periods of low growth, low interest rates, and underemployment due to chronic demand shortfalls and structural factors.
-
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.
neoclassical synthesis
The neoclassical synthesis is a mid-20th-century economic framework that blends Keynesian macroeconomics with neoclassical microeconomics to explain and guide modern mixed-market economies.
-
C.
Rodrik trilemma
The Rodrik trilemma is an economic and political theory proposing that democracy, national sovereignty, and deep economic globalization cannot all be fully achieved at the same time, forcing countries to trade off among them.
-
D.
The Macroeconomics of the Great Depression
The Macroeconomics of the Great Depression is an academic work that analyzes the causes, dynamics, and policy responses of the Great Depression using modern macroeconomic theory and empirical methods.
-
E.
Ricardian equivalence
Ricardian equivalence is an economic theory proposing that consumers anticipate future taxes implied by government borrowing and therefore adjust their saving so that deficit-financed tax cuts do not affect overall demand.
- F. None of above. chosen
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_69d6ab2945d081908a5851c916cbcfb5 |
completed | April 8, 2026, 7:23 p.m. |
| NER | Named-entity recognition | batch_69d8a69b16bc8190999a0c1240f9ce6a |
completed | April 10, 2026, 7:28 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f281844c048190b5476343113f2436 |
completed | April 29, 2026, 10:09 p.m. |
| NEDg | Description generation | batch_69f28a92ac90819092eef473a49d329e |
completed | April 29, 2026, 10:47 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f28c462d888190a43e042b00921dbe |
completed | April 29, 2026, 10:55 p.m. |
Created at: April 8, 2026, 9:43 p.m.