Triple
T3879479
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Carl Menger |
E92584
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
marginal revolution in economics
The marginal revolution in economics was a late 19th-century shift that introduced marginal utility and subjective value as the foundation of modern microeconomic theory.
|
E394987
|
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: marginal revolution in economics | Statement: [Carl Menger, partOf, marginal revolution in economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: marginal revolution in economics Context triple: [Carl Menger, partOf, marginal revolution in economics]
-
A.
“New Methods of Measuring Marginal Utility”
“New Methods of Measuring Marginal Utility” is a pioneering work in econometrics by Ragnar Frisch that develops formal techniques for empirically estimating consumers’ marginal utilities.
-
B.
History of Economic Analysis
History of Economic Analysis is a comprehensive, posthumously published survey of the development of economic thought, written by economist Joseph Schumpeter.
-
C.
The Economic Point of View
The Economic Point of View is a foundational work in Austrian economics by Israel Kirzner that clarifies and defends the distinct methodological perspective of economic science.
-
D.
The Scope and Method of Economic Science
The Scope and Method of Economic Science is a foundational work in economic methodology that examines the proper aims, limits, and scientific status of economics as a discipline.
-
E.
The Cost-Benefit Revolution
The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public 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: marginal revolution in economics Triple: [Carl Menger, partOf, marginal revolution in economics]
Generated description
The marginal revolution in economics was a late 19th-century shift that introduced marginal utility and subjective value as the foundation of modern microeconomic theory.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: marginal revolution in economics Target entity description: The marginal revolution in economics was a late 19th-century shift that introduced marginal utility and subjective value as the foundation of modern microeconomic theory.
-
A.
“New Methods of Measuring Marginal Utility”
“New Methods of Measuring Marginal Utility” is a pioneering work in econometrics by Ragnar Frisch that develops formal techniques for empirically estimating consumers’ marginal utilities.
-
B.
History of Economic Analysis
History of Economic Analysis is a comprehensive, posthumously published survey of the development of economic thought, written by economist Joseph Schumpeter.
-
C.
The Economic Point of View
The Economic Point of View is a foundational work in Austrian economics by Israel Kirzner that clarifies and defends the distinct methodological perspective of economic science.
-
D.
The Scope and Method of Economic Science
The Scope and Method of Economic Science is a foundational work in economic methodology that examines the proper aims, limits, and scientific status of economics as a discipline.
-
E.
The Cost-Benefit Revolution
The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
- 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_69aed967448c819086c4b358d37b25aa |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aeec7438808190b6c90fcb3000ebe9 |
completed | March 9, 2026, 3:51 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b51253da2081908689f06975fb4db1 |
completed | March 14, 2026, 7:46 a.m. |
| NEDg | Description generation | batch_69b5132715888190bc5ba6182965e813 |
completed | March 14, 2026, 7:49 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b513b382748190b201bc2ed068c3e6 |
completed | March 14, 2026, 7:52 a.m. |
Created at: March 9, 2026, 3:20 p.m.