Triple

T8093519
Position Surface form Disambiguated ID Type / Status
Subject The Process of Capitalist Production as a Whole E188925 entity
Predicate hasInfluenced P9 FINISHED
Object Marxist economics
Marxist economics is a school of economic thought rooted in Karl Marx’s critique of capitalism, focusing on class struggle, exploitation, and the dynamics of capital accumulation.
E10277 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: Marxist economics | Statement: [The Process of Capitalist Production as a Whole, hasInfluenced, Marxist economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marxist economics
Context triple: [The Process of Capitalist Production as a Whole, hasInfluenced, Marxist economics]
  • A. Analytical Marxism
    Analytical Marxism is a school of thought that applies the methods and clarity of analytic philosophy and rational-choice theory to the study and reconstruction of Marxist theory.
  • B. Marxian labor theory of value
    The Marxian labor theory of value is an economic theory asserting that the value of a commodity is fundamentally determined by the socially necessary labor time required for its production.
  • C. Marxism
    Marxism is a socio-economic and political theory developed by Karl Marx and Friedrich Engels that analyzes class relations and societal conflict through the lens of historical materialism and advocates for the abolition of capitalism and the establishment of a classless, communist society.
  • D. Post-Keynesian economics
    Post-Keynesian economics is a heterodox school of economic thought, inspired by John Maynard Keynes and further developed by economists like Nicholas Kaldor, that emphasizes fundamental uncertainty, the role of effective demand, and the importance of institutions and income distribution in determining macroeconomic outcomes.
  • E. historical materialism
    Historical materialism is a Marxist theory that explains social and historical change primarily through the development of material economic conditions and class relations rather than ideas or ideals.
  • 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: Marxist economics
Triple: [The Process of Capitalist Production as a Whole, hasInfluenced, Marxist economics]
Generated description
Marxist economics is a school of economic thought rooted in Karl Marx’s critique of capitalism, focusing on class struggle, exploitation, and the dynamics of capital accumulation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marxist economics
Target entity description: Marxist economics is a school of economic thought rooted in Karl Marx’s critique of capitalism, focusing on class struggle, exploitation, and the dynamics of capital accumulation.
  • A. Analytical Marxism
    Analytical Marxism is a school of thought that applies the methods and clarity of analytic philosophy and rational-choice theory to the study and reconstruction of Marxist theory.
  • B. Marxian labor theory of value
    The Marxian labor theory of value is an economic theory asserting that the value of a commodity is fundamentally determined by the socially necessary labor time required for its production.
  • C. Marxism chosen
    Marxism is a socio-economic and political theory developed by Karl Marx and Friedrich Engels that analyzes class relations and societal conflict through the lens of historical materialism and advocates for the abolition of capitalism and the establishment of a classless, communist society.
  • D. Post-Keynesian economics
    Post-Keynesian economics is a heterodox school of economic thought, inspired by John Maynard Keynes and further developed by economists like Nicholas Kaldor, that emphasizes fundamental uncertainty, the role of effective demand, and the importance of institutions and income distribution in determining macroeconomic outcomes.
  • E. historical materialism
    Historical materialism is a Marxist theory that explains social and historical change primarily through the development of material economic conditions and class relations rather than ideas or ideals.
  • F. None of above.

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_69ca82b7b3e88190b9041ab0ef28b3cb completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb4222b68c81909c8bc326763240d0 completed March 31, 2026, 3:40 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc64112138819096050975d707d8ee completed April 1, 2026, 12:17 a.m.
NEDg Description generation batch_69cc68647cec81909736383fbe73d2e8 completed April 1, 2026, 12:35 a.m.
NED2 Entity disambiguation (via description) batch_69cc69b93bbc8190be2338182dd57b17 completed April 1, 2026, 12:41 a.m.
Created at: March 30, 2026, 5:30 p.m.