Triple

T85970
Position Surface form Disambiguated ID Type / Status
Subject John Maynard Keynes E1729 entity
Predicate knownFor P22 FINISHED
Object 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.
E7217 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: Keynesian economics | Statement: [John Maynard Keynes, knownFor, Keynesian economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Keynesian economics
Context triple: [John Maynard Keynes, knownFor, Keynesian economics]
  • A. 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.
  • B. Bretton Woods system
    The Bretton Woods system was a post–World War II international monetary order in which major currencies were pegged to the U.S. dollar, and the dollar was convertible to gold, creating a fixed exchange rate regime that lasted until the early 1970s.
  • C. 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.
  • D. Marshall Plan
    The Marshall Plan was a massive U.S.-led economic aid program launched after World War II to rebuild and stabilize war-torn European countries and contain the spread of communism.
  • E. Thatcherism
    Thatcherism is a political ideology associated with the leadership of Margaret Thatcher, emphasizing free-market economics, deregulation, privatization of state-owned industries, and a reduced role for the state in the economy.
  • 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: Keynesian economics
Triple: [John Maynard Keynes, knownFor, Keynesian economics]
Generated description
Keynesian economics is a macroeconomic theory that emphasizes the role of aggregate demand and government intervention in stabilizing economic fluctuations and reducing unemployment.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Keynesian economics
Target entity description: Keynesian economics is a macroeconomic theory that emphasizes the role of aggregate demand and government intervention in stabilizing economic fluctuations and reducing unemployment.
  • A. 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.
  • B. Bretton Woods system
    The Bretton Woods system was a post–World War II international monetary order in which major currencies were pegged to the U.S. dollar, and the dollar was convertible to gold, creating a fixed exchange rate regime that lasted until the early 1970s.
  • C. 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.
  • D. Marshall Plan
    The Marshall Plan was a massive U.S.-led economic aid program launched after World War II to rebuild and stabilize war-torn European countries and contain the spread of communism.
  • E. Thatcherism
    Thatcherism is a political ideology associated with the leadership of Margaret Thatcher, emphasizing free-market economics, deregulation, privatization of state-owned industries, and a reduced role for the state in the economy.
  • 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_69a25abdf36c819087c4be57bd8ce8c5 completed Feb. 28, 2026, 3:02 a.m.
NEDg Description generation batch_69a25c02d05c819096ee8add17b60d87 completed Feb. 28, 2026, 3:07 a.m.
NED2 Entity disambiguation (via description) batch_69a25c8a34e88190bb6b2eae14f773a7 completed Feb. 28, 2026, 3:10 a.m.
Created at: Feb. 28, 2026, 2:06 a.m.