Triple

T503328
Position Surface form Disambiguated ID Type / Status
Subject Ludwig von Mises E10446 entity
Predicate movement P81 FINISHED
Object Austrian School of economics
The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
E63019 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: Austrian School of economics | Statement: [Ludwig von Mises, movement, Austrian School of economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Austrian School of economics
Context triple: [Ludwig von Mises, movement, Austrian School of economics]
  • A. classical economics
    Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
  • B. Frankfurt School
    The Frankfurt School was a group of 20th-century German social theorists and philosophers associated with critical theory, Marxism, and critiques of modern capitalist and authoritarian societies.
  • C. New Classical macroeconomics
    New Classical macroeconomics is a school of thought that emphasizes rational expectations, market-clearing models, and the idea that systematic monetary policy has limited real effects on output and employment.
  • D. 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.
  • E. neoclassical economics
    Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
  • 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: Austrian School of economics
Triple: [Ludwig von Mises, movement, Austrian School of economics]
Generated description
The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Austrian School of economics
Target entity description: The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
  • A. classical economics
    Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
  • B. Frankfurt School
    The Frankfurt School was a group of 20th-century German social theorists and philosophers associated with critical theory, Marxism, and critiques of modern capitalist and authoritarian societies.
  • C. New Classical macroeconomics
    New Classical macroeconomics is a school of thought that emphasizes rational expectations, market-clearing models, and the idea that systematic monetary policy has limited real effects on output and employment.
  • D. 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.
  • E. neoclassical economics
    Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
  • 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_69a2e848adf881908e5e04f7af030093 completed Feb. 28, 2026, 1:06 p.m.
NER Named-entity recognition batch_69a2f1357738819085eae6c10fa2fca9 completed Feb. 28, 2026, 1:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69a48a79ef808190a9dc34b58e16a160 completed March 1, 2026, 6:50 p.m.
NEDg Description generation batch_69a48cb1b92881909b05794b7f792cad completed March 1, 2026, 7 p.m.
NED2 Entity disambiguation (via description) batch_69a48d3ce3a48190a343496e874c21b6 completed March 1, 2026, 7:02 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.