Triple
T412940
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | David Ricardo |
E9529
|
entity |
| Predicate | influenced |
P9
|
FINISHED |
| Object |
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.
|
E52109
|
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: neoclassical economics | Statement: [David Ricardo, influenced, neoclassical economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: neoclassical economics Context triple: [David Ricardo, influenced, neoclassical economics]
-
A.
classical economics
Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
-
B.
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.
-
C.
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.
-
D.
Economic Sciences
Economic Sciences is the academic discipline that studies how individuals, businesses, governments, and societies allocate scarce resources and make decisions about production, distribution, and consumption.
-
E.
Theoretical Economics
Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
- 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: neoclassical economics Triple: [David Ricardo, influenced, neoclassical economics]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: neoclassical economics Target entity description: 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.
-
A.
classical economics
Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
-
B.
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.
-
C.
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.
-
D.
Economic Sciences
Economic Sciences is the academic discipline that studies how individuals, businesses, governments, and societies allocate scarce resources and make decisions about production, distribution, and consumption.
-
E.
Theoretical Economics
Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
- 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_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. |
| NEDg | Description generation | batch_69a41b7ee8488190a5246a7451850278 |
completed | March 1, 2026, 10:57 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a41bef673081908099a23700c0d419 |
completed | March 1, 2026, 10:58 a.m. |
Created at: Feb. 28, 2026, 1:09 p.m.