Triple

T290738
Position Surface form Disambiguated ID Type / Status
Subject Econometric Society E5985 entity
Predicate founder P104 FINISHED
Object Joseph Schumpeter
Joseph Schumpeter was an influential Austrian-American economist best known for his theories of innovation, entrepreneurship, and “creative destruction” in capitalist economies.
E38068 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: Joseph Schumpeter | Statement: [Econometric Society, founder, Joseph Schumpeter]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Joseph Schumpeter
Context triple: [Econometric Society, founder, Joseph Schumpeter]
  • A. Ludwig von Mises
    Ludwig von Mises was an Austrian School economist and social philosopher known for his work on praxeology, economic calculation, and critiques of socialism and government intervention.
  • B. Friedrich Hayek
    Friedrich Hayek was an Austrian-British economist and political philosopher known for his defense of classical liberalism, free-market capitalism, and critiques of central economic planning.
  • C. Milton Friedman
    Milton Friedman was a prominent American economist and Nobel laureate known for his advocacy of free-market capitalism, monetarism, and limited government intervention in the economy.
  • D. 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.
  • E. Alfred Marshall
    Alfred Marshall was a pioneering British economist whose work helped found neoclassical economics and shaped generations of economic thought, including that of John Maynard Keynes.
  • 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: Joseph Schumpeter
Triple: [Econometric Society, founder, Joseph Schumpeter]
Generated description
Joseph Schumpeter was an influential Austrian-American economist best known for his theories of innovation, entrepreneurship, and “creative destruction” in capitalist economies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Joseph Schumpeter
Target entity description: Joseph Schumpeter was an influential Austrian-American economist best known for his theories of innovation, entrepreneurship, and “creative destruction” in capitalist economies.
  • A. Ludwig von Mises
    Ludwig von Mises was an Austrian School economist and social philosopher known for his work on praxeology, economic calculation, and critiques of socialism and government intervention.
  • B. Friedrich Hayek
    Friedrich Hayek was an Austrian-British economist and political philosopher known for his defense of classical liberalism, free-market capitalism, and critiques of central economic planning.
  • C. Milton Friedman
    Milton Friedman was a prominent American economist and Nobel laureate known for his advocacy of free-market capitalism, monetarism, and limited government intervention in the economy.
  • D. 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.
  • E. Alfred Marshall
    Alfred Marshall was a pioneering British economist whose work helped found neoclassical economics and shaped generations of economic thought, including that of John Maynard Keynes.
  • 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_69a25946a7ac8190a78871c210213272 completed Feb. 28, 2026, 2:56 a.m.
NER Named-entity recognition batch_69a25e4f78bc81909a64fd6aaec3b504 completed Feb. 28, 2026, 3:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3a5d16298819094d742e34ec86f97 completed March 1, 2026, 2:34 a.m.
NEDg Description generation batch_69a3a62b6d7c8190b94bbfc29123a7d7 completed March 1, 2026, 2:36 a.m.
NED2 Entity disambiguation (via description) batch_69a3a6c1be708190bec3ceb2ab31a8af completed March 1, 2026, 2:38 a.m.
Created at: Feb. 28, 2026, 3:02 a.m.