Triple

T8629975

Position	Surface form	Disambiguated ID	Type / Status
Subject	Value and Capital	`E204374`	entity
Predicate	relatedWork	`P37`	FINISHED
Object	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.	`E746875`	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: A Revision of Demand Theory | Statement: [Value and Capital, relatedWork, A Revision of Demand Theory]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: A Revision of Demand Theory
Context triple: [Value and Capital, relatedWork, A Revision of Demand Theory]

A. 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.
B. Classical Political Economy and the Role of Demand
Classical Political Economy and the Role of Demand is a scholarly work by economist Krishna Bharadwaj that reinterprets classical economic theory by emphasizing the central importance of demand in value, distribution, and growth.
C. A Theory of the Consumption Function
A Theory of the Consumption Function is Milton Friedman’s influential 1957 economics book that introduced the permanent income hypothesis to explain household consumption behavior over time.
D. The Positive Theory of Capital
The Positive Theory of Capital is a foundational work in Austrian economics that systematically analyzes the nature of capital, interest, and time preference in the production process.
E. On the Theory of Economic Policy
On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
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: A Revision of Demand Theory
Triple: [Value and Capital, relatedWork, A Revision of Demand Theory]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: A Revision of Demand Theory
Target entity description: 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.

A. 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.
B. Classical Political Economy and the Role of Demand
Classical Political Economy and the Role of Demand is a scholarly work by economist Krishna Bharadwaj that reinterprets classical economic theory by emphasizing the central importance of demand in value, distribution, and growth.
C. A Theory of the Consumption Function
A Theory of the Consumption Function is Milton Friedman’s influential 1957 economics book that introduced the permanent income hypothesis to explain household consumption behavior over time.
D. The Positive Theory of Capital
The Positive Theory of Capital is a foundational work in Austrian economics that systematically analyzes the nature of capital, interest, and time preference in the production process.
E. On the Theory of Economic Policy
On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
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_69ca834b903c8190add96cc651e1a477`	completed	March 30, 2026, 2:06 p.m.
NER	Named-entity recognition	`batch_69cc47406efc8190b559c68764b7455d`	completed	March 31, 2026, 10:14 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69cebc0acf508190a090fb1edf9420d2`	completed	April 2, 2026, 6:57 p.m.
NEDg	Description generation	`batch_69cebcc22d208190801b4ec58614dfcb`	completed	April 2, 2026, 7 p.m.
NED2	Entity disambiguation (via description)	`batch_69cebdf3f288819088d83165c741d092`	completed	April 2, 2026, 7:05 p.m.

Created at: March 30, 2026, 6:27 p.m.