Triple

T21485450
Position Surface form Disambiguated ID Type / Status
Subject The Theory of Political Economy E530103 entity
Predicate contemporaryWith P6401 FINISHED
Object Carl Menger's Principles of Economics
Carl Menger's *Principles of Economics* is a foundational 1871 work in the Austrian School that introduced a rigorous theory of marginal utility and subjective value, reshaping modern economic thought.
E1488076 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: Carl Menger's Principles of Economics | Statement: [The Theory of Political Economy, contemporaryWith, Carl Menger's Principles of Economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Carl Menger's Principles of Economics
Context triple: [The Theory of Political Economy, contemporaryWith, Carl Menger's Principles of Economics]
  • A. Carl Menger
    Carl Menger was an Austrian economist and founder of the Austrian School, best known for developing the theory of marginal utility and subjective value.
  • B. The Alphabet of Economic Science
    The Alphabet of Economic Science is an introductory economic treatise by Philip Wicksteed that systematically explains fundamental economic concepts in clear, accessible terms.
  • C. The Scope and Method of Economic Science
    The Scope and Method of Economic Science is a foundational work in economic methodology that examines the proper aims, limits, and scientific status of economics as a discipline.
  • D. Karl Menger
    Karl Menger was an Austrian mathematician and philosopher known for his work in dimension theory, geometry, and the foundations of probability and economics.
  • 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: Carl Menger's Principles of Economics
Triple: [The Theory of Political Economy, contemporaryWith, Carl Menger's Principles of Economics]
Generated description
Carl Menger's *Principles of Economics* is a foundational 1871 work in the Austrian School that introduced a rigorous theory of marginal utility and subjective value, reshaping modern economic thought.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Carl Menger's Principles of Economics
Target entity description: Carl Menger's *Principles of Economics* is a foundational 1871 work in the Austrian School that introduced a rigorous theory of marginal utility and subjective value, reshaping modern economic thought.
  • A. Carl Menger
    Carl Menger was an Austrian economist and founder of the Austrian School, best known for developing the theory of marginal utility and subjective value.
  • B. The Alphabet of Economic Science
    The Alphabet of Economic Science is an introductory economic treatise by Philip Wicksteed that systematically explains fundamental economic concepts in clear, accessible terms.
  • C. The Scope and Method of Economic Science
    The Scope and Method of Economic Science is a foundational work in economic methodology that examines the proper aims, limits, and scientific status of economics as a discipline.
  • D. Karl Menger
    Karl Menger was an Austrian mathematician and philosopher known for his work in dimension theory, geometry, and the foundations of probability and economics.
  • 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_69e0c45acc3881908e38d3f28964152b completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69e9ea365a8481909635f614b23e751f completed April 23, 2026, 9:45 a.m.
NED1 Entity disambiguation (via context triple) batch_6a09e1339bbc81908aa0c398a0c106a4 completed May 17, 2026, 3:39 p.m.
NEDg Description generation batch_6a09e2913c748190b6a14cc336cf843c completed May 17, 2026, 3:45 p.m.
NED2 Entity disambiguation (via description) batch_6a09e2fce69c81909d038daa7334d4a7 completed May 17, 2026, 3:47 p.m.
Created at: April 16, 2026, 6:21 p.m.