Triple

T16270447
Position Surface form Disambiguated ID Type / Status
Subject Principles of Economics E394984 entity
Predicate movement P81 FINISHED
Object marginal revolution E394987 NE FINISHED

How this triple was built (2 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 | Statement: [Principles of Economics, movement, marginal revolution]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: marginal revolution
Context triple: [Principles of Economics, movement, marginal revolution]
  • A. marginal revolution in economics chosen
    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.
  • B. theory of marginal utility
    The theory of marginal utility is an economic concept explaining how the value of a good or service is determined by the additional satisfaction or benefit gained from consuming one more unit of it.
  • C. A Revision of Demand Theory
    A Revision of Demand Theory is a work in microeconomic theory that refines and extends the analysis of consumer demand and choice behavior developed in John Hicks’s earlier book Value and Capital.
  • D. “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.
  • E. 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.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69d87f221d8081909b0b2063e7528ba2 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e246099dd081908e268a1a0cf8a373 completed April 17, 2026, 2:39 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0017bceb3881909dbd3167820ef199 completed May 10, 2026, 5:29 a.m.
Created at: April 10, 2026, 5:05 a.m.