Triple

T21677704
Position Surface form Disambiguated ID Type / Status
Subject Lionel W. McKenzie E535016 entity
Predicate notableWork P4 FINISHED
Object Demand Theory without a Utility Index NE NERFINISHED

How this triple was built (3 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: Demand Theory without a Utility Index | Statement: [Lionel W. McKenzie, notableWork, Demand Theory without a Utility Index]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Demand Theory without a Utility Index
Context triple: [Lionel W. McKenzie, notableWork, Demand Theory without a Utility Index]
  • A. Notes on the Theory of Choice
    Notes on the Theory of Choice is a concise graduate-level text in microeconomic theory that rigorously develops individual decision-making and choice under uncertainty, widely used as a foundational reference in modern economic analysis.
  • B. 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.
  • C. The Theory and Measurement of Demand
    The Theory and Measurement of Demand is a foundational economics book by Henry Schultz that rigorously develops statistical and mathematical methods for estimating consumer demand.
  • D. The Logic of Preference
    The Logic of Preference is a seminal philosophical work by G. H. von Wright that systematically develops the formal logic and theory of preference and choice.
  • E. The Economic Approach to Human Behavior
    The Economic Approach to Human Behavior is a seminal work by economist Gary Becker that applies economic reasoning and rational choice theory to a wide range of social and individual behaviors beyond traditional markets.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Demand Theory without a Utility Index
Target entity description: Demand Theory without a Utility Index is an influential economic work by Lionel W. McKenzie that develops consumer demand analysis without relying on a cardinal utility function, emphasizing instead observable choice behavior and preference consistency.
  • A. Notes on the Theory of Choice
    Notes on the Theory of Choice is a concise graduate-level text in microeconomic theory that rigorously develops individual decision-making and choice under uncertainty, widely used as a foundational reference in modern economic analysis.
  • B. 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.
  • C. The Theory and Measurement of Demand
    The Theory and Measurement of Demand is a foundational economics book by Henry Schultz that rigorously develops statistical and mathematical methods for estimating consumer demand.
  • D. The Logic of Preference
    The Logic of Preference is a seminal philosophical work by G. H. von Wright that systematically develops the formal logic and theory of preference and choice.
  • E. The Economic Approach to Human Behavior
    The Economic Approach to Human Behavior is a seminal work by economist Gary Becker that applies economic reasoning and rational choice theory to a wide range of social and individual behaviors beyond traditional markets.
  • F. None of above. chosen

Provenance (2 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_69e0c46898008190aa618a4af55bd1ee completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69ef8a11088081908911af2629f54c1c completed April 27, 2026, 4:08 p.m.
Created at: April 16, 2026, 6:43 p.m.