Triple
T412883
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Principles of Political Economy |
E9528
|
entity |
| Predicate | influenced |
P9
|
FINISHED |
| Object | John Maynard Keynes |
E1729
|
NE FINISHED |
How this triple was built (2 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: John Maynard Keynes | Statement: [Principles of Political Economy, influenced, John Maynard Keynes]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: John Maynard Keynes Context triple: [Principles of Political Economy, influenced, John Maynard Keynes]
-
A.
John Maynard Keynes
chosen
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.
John R. Hicks
John R. Hicks was a British economist and Nobel laureate renowned for his influential contributions to microeconomic theory, welfare economics, and the development of general equilibrium analysis.
-
C.
Irving Fisher
Irving Fisher was an influential American economist and statistician known for his pioneering work in interest theory, capital theory, and the development of modern economic and econometric analysis.
-
D.
Nicholas Kaldor
Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
-
E.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69a2e80111fc8190961d5b7c6154123f |
completed | Feb. 28, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69a2ecdc422881908910428fd1aee7c6 |
completed | Feb. 28, 2026, 1:25 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a41b4b71ec8190a6fda4dc4e4fc3ac |
completed | March 1, 2026, 10:56 a.m. |
Created at: Feb. 28, 2026, 1:09 p.m.