Triple
T8630220
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hicksian demand |
E204381
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object |
Marshallian demand
Marshallian demand is the consumer demand function that expresses the quantity of a good chosen as a function of prices and income, derived from utility maximization under a budget constraint.
|
E746877
|
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: Marshallian demand | Statement: [Hicksian demand, relatedTo, Marshallian demand]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Marshallian demand Context triple: [Hicksian demand, relatedTo, Marshallian demand]
-
A.
Hicksian demand
Hicksian demand is a concept in microeconomics that describes how a consumer’s demand for goods changes when prices vary while holding utility (satisfaction) constant, often used in welfare and consumer theory.
-
B.
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.
-
C.
Lucas supply function
The Lucas supply function is an economic model developed by Robert Lucas Jr. that explains how producers’ output decisions respond to perceived price changes under imperfect information, forming a key component of new classical macroeconomics.
-
D.
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.
-
E.
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.
- 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: Marshallian demand Triple: [Hicksian demand, relatedTo, Marshallian demand]
Generated description
Marshallian demand is the consumer demand function that expresses the quantity of a good chosen as a function of prices and income, derived from utility maximization under a budget constraint.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Marshallian demand Target entity description: Marshallian demand is the consumer demand function that expresses the quantity of a good chosen as a function of prices and income, derived from utility maximization under a budget constraint.
-
A.
Hicksian demand
Hicksian demand is a concept in microeconomics that describes how a consumer’s demand for goods changes when prices vary while holding utility (satisfaction) constant, often used in welfare and consumer theory.
-
B.
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.
-
C.
Lucas supply function
The Lucas supply function is an economic model developed by Robert Lucas Jr. that explains how producers’ output decisions respond to perceived price changes under imperfect information, forming a key component of new classical macroeconomics.
-
D.
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.
-
E.
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.
- 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.