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.