Triple
T19290536
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Nicholas Georgescu-Roegen |
E482426
|
entity |
| Predicate | movement |
P81
|
FINISHED |
| Object | heterodox economics |
—
|
NE NERFINISHED |
How this triple was built (3 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: heterodox economics | Statement: [Nicholas Georgescu-Roegen, movement, heterodox economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: heterodox economics Context triple: [Nicholas Georgescu-Roegen, movement, heterodox economics]
-
A.
Post-Keynesian economics
Post-Keynesian economics is a heterodox school of economic thought, inspired by John Maynard Keynes and further developed by economists like Nicholas Kaldor, that emphasizes fundamental uncertainty, the role of effective demand, and the importance of institutions and income distribution in determining macroeconomic outcomes.
-
B.
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.
-
C.
The Trend of Economic Thinking
The Trend of Economic Thinking is a collection of essays by economist F. A. Hayek that traces the historical development of economic ideas and their influence on modern economic theory.
-
D.
New Keynesian economics
New Keynesian economics is a modern macroeconomic framework that incorporates rational expectations and micro-founded price and wage rigidities to explain short-run economic fluctuations and justify active stabilization policy.
-
E.
An Economist in the Real World
An Economist in the Real World is a book by economist Kaushik Basu that reflects on applying economic theory to real-world policy-making and development challenges, drawing on his experience in government and international institutions.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: heterodox economics Target entity description: Heterodox economics is a broad set of economic theories and approaches that challenge mainstream neoclassical economics, often emphasizing historical, social, ecological, and institutional factors in economic analysis.
-
A.
Post-Keynesian economics
Post-Keynesian economics is a heterodox school of economic thought, inspired by John Maynard Keynes and further developed by economists like Nicholas Kaldor, that emphasizes fundamental uncertainty, the role of effective demand, and the importance of institutions and income distribution in determining macroeconomic outcomes.
-
B.
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.
-
C.
The Trend of Economic Thinking
The Trend of Economic Thinking is a collection of essays by economist F. A. Hayek that traces the historical development of economic ideas and their influence on modern economic theory.
-
D.
New Keynesian economics
New Keynesian economics is a modern macroeconomic framework that incorporates rational expectations and micro-founded price and wage rigidities to explain short-run economic fluctuations and justify active stabilization policy.
-
E.
An Economist in the Real World
An Economist in the Real World is a book by economist Kaushik Basu that reflects on applying economic theory to real-world policy-making and development challenges, drawing on his experience in government and international institutions.
- F. None of above. chosen
Provenance (2 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_69d8e8cf61b0819096fe3e4107827c4e |
completed | April 10, 2026, 12:10 p.m. |
| NER | Named-entity recognition | batch_69e5fc05c9dc8190846b279f82ae0fa3 |
completed | April 20, 2026, 10:12 a.m. |
Created at: April 10, 2026, 1:30 p.m.