Triple

T85978
Position Surface form Disambiguated ID Type / Status
Subject John Maynard Keynes E1729 entity
Predicate influenced P9 FINISHED
Object New Keynesian economics
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.
E9569 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: New Keynesian economics | Statement: [John Maynard Keynes, influenced, New Keynesian economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: New Keynesian economics
Context triple: [John Maynard Keynes, influenced, New Keynesian economics]
  • A. Keynesian economics
    Keynesian economics is a macroeconomic theory that emphasizes the role of aggregate demand and government intervention in stabilizing economic fluctuations and reducing unemployment.
  • B. the "Volcker shock" in U.S. monetary policy
    The "Volcker shock" in U.S. monetary policy refers to the dramatic interest rate hikes and tight monetary stance of the early 1980s aimed at breaking entrenched inflation, which triggered a deep recession but ultimately restored price stability and reshaped central banking practice.
  • C. The General Theory of Employment, Interest and Money
    The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
  • D. 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.
  • E. John Maynard Keynes
    John Maynard Keynes was a British economist whose revolutionary ideas about government intervention in the economy profoundly shaped modern macroeconomics and policies adopted during and after the Great Depression.
  • 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: New Keynesian economics
Triple: [John Maynard Keynes, influenced, New Keynesian economics]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: New Keynesian economics
Target entity description: 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.
  • A. Keynesian economics
    Keynesian economics is a macroeconomic theory that emphasizes the role of aggregate demand and government intervention in stabilizing economic fluctuations and reducing unemployment.
  • B. the "Volcker shock" in U.S. monetary policy
    The "Volcker shock" in U.S. monetary policy refers to the dramatic interest rate hikes and tight monetary stance of the early 1980s aimed at breaking entrenched inflation, which triggered a deep recession but ultimately restored price stability and reshaped central banking practice.
  • C. The General Theory of Employment, Interest and Money
    The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
  • D. 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.
  • E. John Maynard Keynes
    John Maynard Keynes was a British economist whose revolutionary ideas about government intervention in the economy profoundly shaped modern macroeconomics and policies adopted during and after the Great Depression.
  • 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_69a24c8150408190910a693eb51c1f71 completed Feb. 28, 2026, 2:01 a.m.
NER Named-entity recognition batch_69a24f4fa22c819096152bb577e11fa6 completed Feb. 28, 2026, 2:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69a266ea53f48190a0a09700697ffd45 completed Feb. 28, 2026, 3:54 a.m.
NEDg Description generation batch_69a26ada5f908190afcc754be9fffd07 completed Feb. 28, 2026, 4:11 a.m.
NED2 Entity disambiguation (via description) batch_69a26b668a948190811c208dae793975 completed Feb. 28, 2026, 4:13 a.m.
Created at: Feb. 28, 2026, 2:06 a.m.