Triple

T124370
Position Surface form Disambiguated ID Type / Status
Subject John Stuart Mill E2513 entity
Predicate influenced P9 FINISHED
Object 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.
E13848 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: Friedrich Hayek | Statement: [John Stuart Mill, influenced, Friedrich Hayek]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Friedrich Hayek
Context triple: [John Stuart Mill, influenced, Friedrich Hayek]
  • 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. 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.
  • C. Karl Popper
    Karl Popper was a 20th-century philosopher of science best known for his theory of falsifiability as the demarcation criterion between science and non-science.
  • D. 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.
  • E. Arthur Cecil Pigou
    Arthur Cecil Pigou was a British economist known for his foundational work in welfare economics and the theory of externalities, which strongly shaped modern public economics.
  • 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: Friedrich Hayek
Triple: [John Stuart Mill, influenced, Friedrich Hayek]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Friedrich Hayek
Target entity description: 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.
  • 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. 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.
  • C. Karl Popper
    Karl Popper was a 20th-century philosopher of science best known for his theory of falsifiability as the demarcation criterion between science and non-science.
  • D. 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.
  • E. Arthur Cecil Pigou
    Arthur Cecil Pigou was a British economist known for his foundational work in welfare economics and the theory of externalities, which strongly shaped modern public economics.
  • 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_69a251b54ea88190b18281669f59b4c0 completed Feb. 28, 2026, 2:23 a.m.
NER Named-entity recognition batch_69a2573ce0ac8190b49fb31d3d475bf9 completed Feb. 28, 2026, 2:47 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2982485348190b2b361aef7b42fc9 completed Feb. 28, 2026, 7:24 a.m.
NEDg Description generation batch_69a299032e748190b8f91ff2109c40fe completed Feb. 28, 2026, 7:28 a.m.
NED2 Entity disambiguation (via description) batch_69a29af5cf3c8190a88b5cbabea72cc5 completed Feb. 28, 2026, 7:36 a.m.
Created at: Feb. 28, 2026, 2:27 a.m.