Triple
T2493926
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | neoclassical economics |
E52109
|
entity |
| Predicate | contrastedWith |
P278
|
FINISHED |
| Object | Marxian economics |
E10277
|
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: Marxian economics | Statement: [neoclassical economics, contrastedWith, Marxian economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Marxian economics Context triple: [neoclassical economics, contrastedWith, Marxian economics]
-
A.
Analytical Marxism
Analytical Marxism is a school of thought that applies the methods and clarity of analytic philosophy and rational-choice theory to the study and reconstruction of Marxist theory.
-
B.
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.
-
C.
Marxism
chosen
Marxism is a socio-economic and political theory developed by Karl Marx and Friedrich Engels that analyzes class relations and societal conflict through the lens of historical materialism and advocates for the abolition of capitalism and the establishment of a classless, communist society.
-
D.
Keynesian economics
Keynesian economics is a macroeconomic theory that emphasizes the role of aggregate demand and government intervention in stabilizing economic fluctuations and reducing unemployment.
-
E.
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.
- 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_69ab4955111c8190835bf619adec21ff |
completed | March 6, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69abd193fe7881909b08768c44b15049 |
completed | March 7, 2026, 7:19 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af1f9608e48190825417943e8c4559 |
completed | March 9, 2026, 7:29 p.m. |
Created at: March 6, 2026, 9:45 p.m.