Triple

T8946060
Position Surface form Disambiguated ID Type / Status
Subject Nicholas Kaldor E213223 entity
Predicate notableFor P22 FINISHED
Object Kaldor’s theory of distribution
Kaldor’s theory of distribution is a post-Keynesian economic model explaining how income is divided between wages and profits based on savings behavior and investment, emphasizing the role of profit shares in achieving macroeconomic equilibrium.
E768023 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: Kaldor’s theory of distribution | Statement: [Nicholas Kaldor, notableFor, Kaldor’s theory of distribution]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kaldor’s theory of distribution
Context triple: [Nicholas Kaldor, notableFor, Kaldor’s theory of distribution]
  • A. 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.
  • B. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • C. Hicks–Kaldor compensation criterion
    The Hicks–Kaldor compensation criterion is an economic efficiency test stating that a policy change is desirable if those who gain could in principle compensate those who lose and still be better off, regardless of whether compensation actually occurs.
  • D. The Economics of Welfare
    The Economics of Welfare is a foundational 1920 economics treatise by Arthur Cecil Pigou that systematically develops welfare economics and the concept of externalities to analyze the role of government in correcting market failures.
  • E. Some Aspects of the Inequality of Incomes in Modern Communities
    "Some Aspects of the Inequality of Incomes in Modern Communities" is an influential early 20th-century economic study by Hugh Dalton that analyzes the causes, measurement, and implications of income inequality in industrial societies.
  • 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: Kaldor’s theory of distribution
Triple: [Nicholas Kaldor, notableFor, Kaldor’s theory of distribution]
Generated description
Kaldor’s theory of distribution is a post-Keynesian economic model explaining how income is divided between wages and profits based on savings behavior and investment, emphasizing the role of profit shares in achieving macroeconomic equilibrium.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kaldor’s theory of distribution
Target entity description: Kaldor’s theory of distribution is a post-Keynesian economic model explaining how income is divided between wages and profits based on savings behavior and investment, emphasizing the role of profit shares in achieving macroeconomic equilibrium.
  • A. 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.
  • B. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • C. Hicks–Kaldor compensation criterion
    The Hicks–Kaldor compensation criterion is an economic efficiency test stating that a policy change is desirable if those who gain could in principle compensate those who lose and still be better off, regardless of whether compensation actually occurs.
  • D. The Economics of Welfare
    The Economics of Welfare is a foundational 1920 economics treatise by Arthur Cecil Pigou that systematically develops welfare economics and the concept of externalities to analyze the role of government in correcting market failures.
  • E. Some Aspects of the Inequality of Incomes in Modern Communities
    "Some Aspects of the Inequality of Incomes in Modern Communities" is an influential early 20th-century economic study by Hugh Dalton that analyzes the causes, measurement, and implications of income inequality in industrial societies.
  • 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_69ca839843408190a39069a029a89f15 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc66dd00c481908ff20fd66c1954cc completed April 1, 2026, 12:29 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfc1fcb44481908324220aeba1f4e2 completed April 3, 2026, 1:34 p.m.
NEDg Description generation batch_69cfc31798ec81908c200dd17be5e785 completed April 3, 2026, 1:39 p.m.
NED2 Entity disambiguation (via description) batch_69cfc44441208190a6b588c0609511fb completed April 3, 2026, 1:44 p.m.
Created at: March 30, 2026, 6:59 p.m.