Triple

T19290518
Position Surface form Disambiguated ID Type / Status
Subject Nicholas Georgescu-Roegen E482426 entity
Predicate notableWork P4 FINISHED
Object Analytical Economics
Analytical Economics is a significant work by economist Nicholas Georgescu-Roegen that develops rigorous theoretical foundations for economic analysis, particularly in production theory and consumer behavior.
E1369328 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: Analytical Economics | Statement: [Nicholas Georgescu-Roegen, notableWork, Analytical Economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Analytical Economics
Context triple: [Nicholas Georgescu-Roegen, notableWork, Analytical Economics]
  • A. Foundations of Economic Analysis
    Foundations of Economic Analysis is a landmark 1947 economics book by Paul Samuelson that applied rigorous mathematical methods to unify and formalize microeconomic and macroeconomic theory.
  • B. History of Economic Analysis
    History of Economic Analysis is a comprehensive, posthumously published survey of the development of economic thought, written by economist Joseph Schumpeter.
  • C. Theoretical Economics
    Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
  • D. Essentials of Economic Theory
    Essentials of Economic Theory is a foundational economics text by John Bates Clark that systematically presents his marginal productivity theory of distribution and other core principles of neoclassical economics.
  • E. Econometric Analysis
    Econometric Analysis is a widely used graduate-level textbook that provides a comprehensive and rigorous treatment of econometric theory and 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: Analytical Economics
Triple: [Nicholas Georgescu-Roegen, notableWork, Analytical Economics]
Generated description
Analytical Economics is a significant work by economist Nicholas Georgescu-Roegen that develops rigorous theoretical foundations for economic analysis, particularly in production theory and consumer behavior.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Analytical Economics
Target entity description: Analytical Economics is a significant work by economist Nicholas Georgescu-Roegen that develops rigorous theoretical foundations for economic analysis, particularly in production theory and consumer behavior.
  • A. Foundations of Economic Analysis
    Foundations of Economic Analysis is a landmark 1947 economics book by Paul Samuelson that applied rigorous mathematical methods to unify and formalize microeconomic and macroeconomic theory.
  • B. History of Economic Analysis
    History of Economic Analysis is a comprehensive, posthumously published survey of the development of economic thought, written by economist Joseph Schumpeter.
  • C. Theoretical Economics
    Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
  • D. Essentials of Economic Theory
    Essentials of Economic Theory is a foundational economics text by John Bates Clark that systematically presents his marginal productivity theory of distribution and other core principles of neoclassical economics.
  • E. Econometric Analysis
    Econometric Analysis is a widely used graduate-level textbook that provides a comprehensive and rigorous treatment of econometric theory and 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_69d8e8cf61b0819096fe3e4107827c4e completed April 10, 2026, 12:10 p.m.
NER Named-entity recognition batch_69e5fc05c9dc8190846b279f82ae0fa3 completed April 20, 2026, 10:12 a.m.
NED1 Entity disambiguation (via context triple) batch_6a07144d5ab48190a04d6974262f0e3f completed May 15, 2026, 12:40 p.m.
NEDg Description generation batch_6a0715514bac8190aafb36b96d4b167d completed May 15, 2026, 12:45 p.m.
NED2 Entity disambiguation (via description) batch_6a07163cb15881908435e7d2fa68b06e completed May 15, 2026, 12:49 p.m.
Created at: April 10, 2026, 1:30 p.m.