Triple
T1252916
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ragnar Frisch |
E26916
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
“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.
|
E143685
|
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: “New Methods of Measuring Marginal Utility” | Statement: [Ragnar Frisch, notableWork, “New Methods of Measuring Marginal Utility”]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: “New Methods of Measuring Marginal Utility” Context triple: [Ragnar Frisch, notableWork, “New Methods of Measuring Marginal Utility”]
-
A.
The Economics of Welfare
The Economics of Welfare is a foundational 1920 economics treatise by Arthur Cecil Pigou that systematically develops welfare economics and the concept of externalities to analyze the role of government in correcting market failures.
-
B.
expected utility theory (with John von Neumann)
Expected utility theory (with John von Neumann) is a foundational framework in economics and decision theory that models how rational agents make choices under uncertainty by maximizing the expected value of a utility function.
-
C.
Epistemological Problems of Economics
Epistemological Problems of Economics is a work by Ludwig von Mises that examines the philosophical foundations and methodological principles underlying economic science, particularly within the Austrian School tradition.
-
D.
A Treatise on Money
A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
-
E.
Theory of Games and Economic Behavior
Theory of Games and Economic Behavior is a foundational 1944 book by John von Neumann and Oskar Morgenstern that established game theory as a rigorous mathematical framework for analyzing strategic decision-making in economics.
- 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: “New Methods of Measuring Marginal Utility” Triple: [Ragnar Frisch, notableWork, “New Methods of Measuring Marginal Utility”]
Generated description
“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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: “New Methods of Measuring Marginal Utility” Target entity description: “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.
-
A.
The Economics of Welfare
The Economics of Welfare is a foundational 1920 economics treatise by Arthur Cecil Pigou that systematically develops welfare economics and the concept of externalities to analyze the role of government in correcting market failures.
-
B.
expected utility theory (with John von Neumann)
Expected utility theory (with John von Neumann) is a foundational framework in economics and decision theory that models how rational agents make choices under uncertainty by maximizing the expected value of a utility function.
-
C.
Epistemological Problems of Economics
Epistemological Problems of Economics is a work by Ludwig von Mises that examines the philosophical foundations and methodological principles underlying economic science, particularly within the Austrian School tradition.
-
D.
A Treatise on Money
A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
-
E.
Theory of Games and Economic Behavior
Theory of Games and Economic Behavior is a foundational 1944 book by John von Neumann and Oskar Morgenstern that established game theory as a rigorous mathematical framework for analyzing strategic decision-making in economics.
- 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_69a49487a9c48190ba9b05348fd1b53f |
completed | March 1, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69a4bf875cf48190b6781d41097ee39b |
completed | March 1, 2026, 10:36 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac93c903488190bcbf1928699bafd2 |
completed | March 7, 2026, 9:08 p.m. |
| NEDg | Description generation | batch_69ac942d359c81908d2c2acb4c1aa8d0 |
completed | March 7, 2026, 9:10 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac95cf8800819080d18d559f73dcc2 |
completed | March 7, 2026, 9:17 p.m. |
Created at: March 1, 2026, 7:47 p.m.