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.