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.