Triple
T13236521
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Laffer Investments |
E315159
|
entity |
| Predicate | associatedWithSchoolOfThought |
P59967
|
FINISHED |
| Object |
supply-side school of economics
The supply-side school of economics is a macroeconomic theory that emphasizes boosting economic growth by improving production incentives—such as lowering taxes and reducing regulation—to increase supply, investment, and employment.
|
E1029127
|
NE FINISHED |
How this triple was built (5 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: supply-side school of economics | Statement: [Laffer Investments, associatedWithSchoolOfThought, supply-side school of economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: supply-side school of economics Context triple: [Laffer Investments, associatedWithSchoolOfThought, supply-side school of economics]
-
A.
Austrian School of economics
The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
-
B.
New Classical macroeconomics
New Classical macroeconomics is a school of thought that emphasizes rational expectations, market-clearing models, and the idea that systematic monetary policy has limited real effects on output and employment.
-
C.
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.
-
D.
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.
-
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. 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: supply-side school of economics Triple: [Laffer Investments, associatedWithSchoolOfThought, supply-side school of economics]
Generated description
The supply-side school of economics is a macroeconomic theory that emphasizes boosting economic growth by improving production incentives—such as lowering taxes and reducing regulation—to increase supply, investment, and employment.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: supply-side school of economics Target entity description: The supply-side school of economics is a macroeconomic theory that emphasizes boosting economic growth by improving production incentives—such as lowering taxes and reducing regulation—to increase supply, investment, and employment.
-
A.
Austrian School of economics
The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
-
B.
New Classical macroeconomics
New Classical macroeconomics is a school of thought that emphasizes rational expectations, market-clearing models, and the idea that systematic monetary policy has limited real effects on output and employment.
-
C.
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.
-
D.
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.
-
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. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: associatedWithSchoolOfThought Context triple: [Laffer Investments, associatedWithSchoolOfThought, supply-side school of economics]
-
A.
memberOfSchoolOfThought
chosen
Indicates that an entity adheres to, participates in, or is affiliated with a particular school of thought or intellectual tradition.
-
B.
associatedSchoolOfReligion
Indicates that an entity is connected with or belongs to a particular school or tradition within a religion.
-
C.
associatedWithDiscipline
Indicates that an entity has a relevant connection or involvement with a particular academic, professional, or thematic discipline.
-
D.
associatedWithSchool
Indicates a relationship where an entity has a connection or affiliation with a particular school, such as attendance, employment, or partnership.
-
E.
associatedWithGod
Indicates a relationship in which an entity is linked, related, or connected in some meaningful way to a god or deity.
- F. None of above.
Provenance (6 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_69d806b1072881909e46bd212259c5f0 |
completed | April 9, 2026, 8:06 p.m. |
| NER | Named-entity recognition | batch_69d98d56da008190af55da3a9e7ffd4d |
completed | April 10, 2026, 11:52 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6ff3079c08190977663e5d4762a80 |
completed | May 3, 2026, 7:54 a.m. |
| NEDg | Description generation | batch_69f700cbb3708190884d05dd0dd22639 |
completed | May 3, 2026, 8:01 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f7031d168881909b4320ea77ec211f |
completed | May 3, 2026, 8:11 a.m. |
| PD | Predicate disambiguation | batch_69d98bcb21648190aef241de1e7887e2 |
completed | April 10, 2026, 11:46 p.m. |
Created at: April 9, 2026, 9:22 p.m.