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.