Triple

T1259079
Position Surface form Disambiguated ID Type / Status
Subject Alfred Marshall E12456 entity
Predicate knownFor P22 FINISHED
Object theory of supply and demand
The theory of supply and demand is a fundamental economic model explaining how prices and quantities of goods and services are determined by the interaction between buyers’ willingness to pay and sellers’ willingness to produce.
E143175 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: theory of supply and demand | Statement: [Alfred Marshall, knownFor, theory of supply and demand]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: theory of supply and demand
Context triple: [Alfred Marshall, knownFor, theory of supply and demand]
  • A. classical economics
    Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
  • B. neoclassical economics
    Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
  • C. Economics: A Very Short Introduction
    "Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
  • D. IS-LM model
    The IS-LM model is a macroeconomic framework that depicts the interaction between the goods market and the money market to determine equilibrium output and interest rates.
  • E. welfare economics
    Welfare economics is a branch of economics that evaluates how the allocation of resources affects social well-being, often using ethical and efficiency criteria to assess and guide public policy.
  • 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: theory of supply and demand
Triple: [Alfred Marshall, knownFor, theory of supply and demand]
Generated description
The theory of supply and demand is a fundamental economic model explaining how prices and quantities of goods and services are determined by the interaction between buyers’ willingness to pay and sellers’ willingness to produce.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: theory of supply and demand
Target entity description: The theory of supply and demand is a fundamental economic model explaining how prices and quantities of goods and services are determined by the interaction between buyers’ willingness to pay and sellers’ willingness to produce.
  • A. classical economics
    Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
  • B. neoclassical economics
    Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
  • C. Economics: A Very Short Introduction
    "Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
  • D. IS-LM model
    The IS-LM model is a macroeconomic framework that depicts the interaction between the goods market and the money market to determine equilibrium output and interest rates.
  • E. welfare economics
    Welfare economics is a branch of economics that evaluates how the allocation of resources affects social well-being, often using ethical and efficiency criteria to assess and guide public policy.
  • 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_69a4933352e08190ac617291985e76c0 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a4bfc3a2848190891e73b351019d5b completed March 1, 2026, 10:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac93cdba808190b7d164bb98efe3dc completed March 7, 2026, 9:08 p.m.
NEDg Description generation batch_69ac94c0e6548190a2d40e3ac1a279ce completed March 7, 2026, 9:12 p.m.
NED2 Entity disambiguation (via description) batch_69ac9531c2f08190b570fcb7b035ea87 completed March 7, 2026, 9:14 p.m.
Created at: March 1, 2026, 7:50 p.m.