Triple

T8825335
Position Surface form Disambiguated ID Type / Status
Subject Post-Keynesian economics E210000 entity
Predicate associatedWithConcept P531 FINISHED
Object Cambridge capital controversies
The Cambridge capital controversies were a mid-20th-century debate between economists in Cambridge, England and Cambridge, Massachusetts over the measurement and role of capital in production and distribution, which challenged key assumptions of neoclassical economics.
E760764 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: Cambridge capital controversies | Statement: [Post-Keynesian economics, associatedWithConcept, Cambridge capital controversies]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cambridge capital controversies
Context triple: [Post-Keynesian economics, associatedWithConcept, Cambridge capital controversies]
  • 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. The Pure Theory of Capital
    The Pure Theory of Capital is a major economic treatise by Friedrich A. Hayek that systematically analyzes the structure, role, and intertemporal coordination of capital in the production process.
  • C. The Political Element in the Development of Economic Theory
    The Political Element in the Development of Economic Theory is a seminal work by economist Gunnar Myrdal that critically examines how political values and ideological biases shape the formulation and evolution of economic theories.
  • D. 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.
  • E. The Nature of Capital and Income
    The Nature of Capital and Income is a foundational economic treatise by Irving Fisher that rigorously analyzes the concepts of capital, income, and their interrelationship in value theory and interest.
  • 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: Cambridge capital controversies
Triple: [Post-Keynesian economics, associatedWithConcept, Cambridge capital controversies]
Generated description
The Cambridge capital controversies were a mid-20th-century debate between economists in Cambridge, England and Cambridge, Massachusetts over the measurement and role of capital in production and distribution, which challenged key assumptions of neoclassical economics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cambridge capital controversies
Target entity description: The Cambridge capital controversies were a mid-20th-century debate between economists in Cambridge, England and Cambridge, Massachusetts over the measurement and role of capital in production and distribution, which challenged key assumptions of neoclassical economics.
  • 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. The Pure Theory of Capital
    The Pure Theory of Capital is a major economic treatise by Friedrich A. Hayek that systematically analyzes the structure, role, and intertemporal coordination of capital in the production process.
  • C. The Political Element in the Development of Economic Theory
    The Political Element in the Development of Economic Theory is a seminal work by economist Gunnar Myrdal that critically examines how political values and ideological biases shape the formulation and evolution of economic theories.
  • D. 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.
  • E. The Nature of Capital and Income
    The Nature of Capital and Income is a foundational economic treatise by Irving Fisher that rigorously analyzes the concepts of capital, income, and their interrelationship in value theory and interest.
  • 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_69ca8365b28081909e48e45e95dfc405 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc60332d208190972a8b03fbd760ee completed April 1, 2026, midnight
NED1 Entity disambiguation (via context triple) batch_69cf894902588190adb60140c64561f6 completed April 3, 2026, 9:32 a.m.
NEDg Description generation batch_69cf8a8c87dc81909d5c0d769341b17c completed April 3, 2026, 9:38 a.m.
NED2 Entity disambiguation (via description) batch_69cf8b79a0b48190a29491f5f8f81217 completed April 3, 2026, 9:42 a.m.
Created at: March 30, 2026, 6:46 p.m.