Triple

T8335124
Position Surface form Disambiguated ID Type / Status
Subject Economics of the Transition Period E195167 entity
Predicate influencedBy P9 FINISHED
Object Marxist theory of reproduction
Marxist theory of reproduction is an economic framework that analyzes how capitalist societies reproduce their social and economic structures over time through the circulation of capital, labor, and class relations.
E724814 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 theory of reproduction | Statement: [Economics of the Transition Period, influencedBy, Marxist theory of reproduction]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marxist theory of reproduction
Context triple: [Economics of the Transition Period, influencedBy, Marxist theory of reproduction]
  • A. The Origin of the Family, Private Property and the State
    The Origin of the Family, Private Property and the State is a foundational Marxist work by Friedrich Engels that analyzes the historical development of family structures, private property, and state power in relation to class society.
  • B. A General Theory of Exploitation and Class
    A General Theory of Exploitation and Class is a foundational work in analytical Marxism that rigorously reconstructs Marxist class and exploitation theory using formal economic and philosophical methods.
  • C. Towards the Understanding of Karl Marx
    Towards the Understanding of Karl Marx is a 1933 philosophical study by Sidney Hook that offers a critical, pragmatist interpretation of Karl Marx’s thought and its implications for modern social theory.
  • D. The Decomposition of Marxism
    The Decomposition of Marxism is a 1908 work by French theorist Georges Sorel that critically examines and challenges orthodox Marxist doctrine, helping to shape later revolutionary syndicalist and anti-determinist thought.
  • E. Marx's Concept of Man
    "Marx's Concept of Man" is a philosophical work by Erich Fromm that interprets and humanistically analyzes Karl Marx’s ideas about human nature, freedom, and alienation.
  • 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 theory of reproduction
Triple: [Economics of the Transition Period, influencedBy, Marxist theory of reproduction]
Generated description
Marxist theory of reproduction is an economic framework that analyzes how capitalist societies reproduce their social and economic structures over time through the circulation of capital, labor, and class relations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marxist theory of reproduction
Target entity description: Marxist theory of reproduction is an economic framework that analyzes how capitalist societies reproduce their social and economic structures over time through the circulation of capital, labor, and class relations.
  • A. The Origin of the Family, Private Property and the State
    The Origin of the Family, Private Property and the State is a foundational Marxist work by Friedrich Engels that analyzes the historical development of family structures, private property, and state power in relation to class society.
  • B. A General Theory of Exploitation and Class
    A General Theory of Exploitation and Class is a foundational work in analytical Marxism that rigorously reconstructs Marxist class and exploitation theory using formal economic and philosophical methods.
  • C. Towards the Understanding of Karl Marx
    Towards the Understanding of Karl Marx is a 1933 philosophical study by Sidney Hook that offers a critical, pragmatist interpretation of Karl Marx’s thought and its implications for modern social theory.
  • D. The Decomposition of Marxism
    The Decomposition of Marxism is a 1908 work by French theorist Georges Sorel that critically examines and challenges orthodox Marxist doctrine, helping to shape later revolutionary syndicalist and anti-determinist thought.
  • E. Marx's Concept of Man
    "Marx's Concept of Man" is a philosophical work by Erich Fromm that interprets and humanistically analyzes Karl Marx’s ideas about human nature, freedom, and alienation.
  • 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_69ca82e87f2c8190bdb71ee29dfc642d completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb7fd2ca648190991e398ba70caf8d completed March 31, 2026, 8:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd95d9b92c8190b1eb0e64aa7ea59e completed April 1, 2026, 10:02 p.m.
NEDg Description generation batch_69cda342c10881908ebafc7853815424 completed April 1, 2026, 10:59 p.m.
NED2 Entity disambiguation (via description) batch_69cdab736f208190a90bd4344b21a22c completed April 1, 2026, 11:34 p.m.
Created at: March 30, 2026, 5:57 p.m.