Triple

T4958721
Position Surface form Disambiguated ID Type / Status
Subject Nicholas Georgescu-Roegen E111349 entity
Predicate notableWork P4 FINISHED
Object The Entropy Law and the Economic Process
The Entropy Law and the Economic Process is a foundational work in ecological economics that applies the concept of entropy from thermodynamics to critique conventional economic theory and highlight the physical limits to economic growth.
E482427 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: The Entropy Law and the Economic Process | Statement: [Nicholas Georgescu-Roegen, notableWork, The Entropy Law and the Economic Process]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Entropy Law and the Economic Process
Context triple: [Nicholas Georgescu-Roegen, notableWork, The Entropy Law and the Economic Process]
  • A. 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.
  • B. A Theory of Economic History
    A Theory of Economic History is an influential work by economist John R. Hicks that applies economic theory to interpret and explain long-term historical development and institutional change.
  • C. Risk, Uncertainty and Profit
    Risk, Uncertainty and Profit is a foundational 1921 work in economics that distinguishes measurable risk from unmeasurable uncertainty and links entrepreneurial profit to bearing such uncertainty.
  • D. The Positive Theory of Capital
    The Positive Theory of Capital is a foundational work in Austrian economics that systematically analyzes the nature of capital, interest, and time preference in the production process.
  • E. Epistemological Problems of Economics
    Epistemological Problems of Economics is a work by Ludwig von Mises that examines the philosophical foundations and methodological principles underlying economic science, particularly within the Austrian School tradition.
  • 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: The Entropy Law and the Economic Process
Triple: [Nicholas Georgescu-Roegen, notableWork, The Entropy Law and the Economic Process]
Generated description
The Entropy Law and the Economic Process is a foundational work in ecological economics that applies the concept of entropy from thermodynamics to critique conventional economic theory and highlight the physical limits to economic growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Entropy Law and the Economic Process
Target entity description: The Entropy Law and the Economic Process is a foundational work in ecological economics that applies the concept of entropy from thermodynamics to critique conventional economic theory and highlight the physical limits to economic growth.
  • A. 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.
  • B. A Theory of Economic History
    A Theory of Economic History is an influential work by economist John R. Hicks that applies economic theory to interpret and explain long-term historical development and institutional change.
  • C. Risk, Uncertainty and Profit
    Risk, Uncertainty and Profit is a foundational 1921 work in economics that distinguishes measurable risk from unmeasurable uncertainty and links entrepreneurial profit to bearing such uncertainty.
  • D. The Positive Theory of Capital
    The Positive Theory of Capital is a foundational work in Austrian economics that systematically analyzes the nature of capital, interest, and time preference in the production process.
  • E. Epistemological Problems of Economics
    Epistemological Problems of Economics is a work by Ludwig von Mises that examines the philosophical foundations and methodological principles underlying economic science, particularly within the Austrian School tradition.
  • 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_69bd4418390c8190b7e9766a2512ce55 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd71d957cc8190b82fdd1ca61924bf completed March 20, 2026, 4:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69be81e4ccc4819090223633fdb04eee completed March 21, 2026, 11:32 a.m.
NEDg Description generation batch_69be83c923e08190848def2824a268b8 completed March 21, 2026, 11:40 a.m.
NED2 Entity disambiguation (via description) batch_69be84d36c74819097a88f29ef409d20 completed March 21, 2026, 11:45 a.m.
Created at: March 20, 2026, 1:32 p.m.