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.