Triple

T1886231
Position Surface form Disambiguated ID Type / Status
Subject Nicholas Kaldor E39970 entity
Predicate knownFor P22 FINISHED
Object Kaldor–Verdoorn law
The Kaldor–Verdoorn law is an economic principle that posits a positive relationship between the growth of output and the growth of labor productivity, often used to explain cumulative and self-reinforcing processes in industrial growth.
E210002 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–Verdoorn law | Statement: [Nicholas Kaldor, knownFor, Kaldor–Verdoorn law]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kaldor–Verdoorn law
Context triple: [Nicholas Kaldor, knownFor, Kaldor–Verdoorn law]
  • A. 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.
  • B. Laffer curve
    The Laffer curve is an economic theory that illustrates the relationship between tax rates and government revenue, suggesting that beyond a certain point higher tax rates reduce total revenue by discouraging work and investment.
  • C. Say's law
    Say's law is a classical economic principle asserting that aggregate supply inherently creates an equivalent level of aggregate demand, implying that general overproduction in an economy is unlikely.
  • D. Phillips curve framework
    The Phillips curve framework is a macroeconomic concept that posits an inverse relationship between inflation and unemployment, shaping policymakers’ understanding of inflation dynamics and trade-offs in the postwar era.
  • E. Fisher equation
    The Fisher equation is a fundamental economic formula that relates nominal interest rates, real interest rates, and expected inflation, widely used in macroeconomics and finance.
  • 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–Verdoorn law
Triple: [Nicholas Kaldor, knownFor, Kaldor–Verdoorn law]
Generated description
The Kaldor–Verdoorn law is an economic principle that posits a positive relationship between the growth of output and the growth of labor productivity, often used to explain cumulative and self-reinforcing processes in industrial growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kaldor–Verdoorn law
Target entity description: The Kaldor–Verdoorn law is an economic principle that posits a positive relationship between the growth of output and the growth of labor productivity, often used to explain cumulative and self-reinforcing processes in industrial growth.
  • A. 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.
  • B. Laffer curve
    The Laffer curve is an economic theory that illustrates the relationship between tax rates and government revenue, suggesting that beyond a certain point higher tax rates reduce total revenue by discouraging work and investment.
  • C. Say's law
    Say's law is a classical economic principle asserting that aggregate supply inherently creates an equivalent level of aggregate demand, implying that general overproduction in an economy is unlikely.
  • D. Phillips curve framework
    The Phillips curve framework is a macroeconomic concept that posits an inverse relationship between inflation and unemployment, shaping policymakers’ understanding of inflation dynamics and trade-offs in the postwar era.
  • E. Fisher equation
    The Fisher equation is a fundamental economic formula that relates nominal interest rates, real interest rates, and expected inflation, widely used in macroeconomics and finance.
  • 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_69a88633e4fc8190b7eb40463e048ec5 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb12032c881909cd93e3601906f48 completed March 7, 2026, 5:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69addf63863881908efd8010db14b8a8 completed March 8, 2026, 8:43 p.m.
NEDg Description generation batch_69ade06eb0608190992291b9a0d5368c completed March 8, 2026, 8:47 p.m.
NED2 Entity disambiguation (via description) batch_69ade0d3f77481909cb4c9a57a9fb6a7 completed March 8, 2026, 8:49 p.m.
Created at: March 4, 2026, 7:34 p.m.