Triple

T9239390
Position Surface form Disambiguated ID Type / Status
Subject Marxism and Vietnamese Culture E222018 entity
Predicate theoreticalBasis P7125 FINISHED
Object Marxist–Leninist theory of the superstructure
The Marxist–Leninist theory of the superstructure explains how a society’s political, legal, cultural, and ideological institutions arise from and serve to reinforce its underlying economic base within a socialist framework.
E787022 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–Leninist theory of the superstructure | Statement: [Marxism and Vietnamese Culture, theoreticalBasis, Marxist–Leninist theory of the superstructure]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marxist–Leninist theory of the superstructure
Context triple: [Marxism and Vietnamese Culture, theoreticalBasis, Marxist–Leninist theory of the superstructure]
  • A. 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.
  • B. A Theory of Socialism and Capitalism
    A Theory of Socialism and Capitalism is a libertarian economic and political treatise that contrasts socialist and capitalist systems from an Austrian School and anarcho-capitalist perspective.
  • C. The Social Basis of the Third International Theory
    The Social Basis of the Third International Theory is the third section of Muammar Gaddafi’s political manifesto The Green Book, outlining the social principles and structures underpinning his proposed alternative to capitalism and communism.
  • D. Kommounistiki Epitheorisi
    Kommounistiki Epitheorisi is the main theoretical and political journal of the Communist Party of Greece, publishing Marxist-Leninist analysis and party positions.
  • E. Karl Marx's Theory of History: A Defence
    Karl Marx's Theory of History: A Defence is a seminal work by G.A. Cohen that rigorously reconstructs and defends Marx’s historical materialism using the tools of analytic philosophy.
  • 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–Leninist theory of the superstructure
Triple: [Marxism and Vietnamese Culture, theoreticalBasis, Marxist–Leninist theory of the superstructure]
Generated description
The Marxist–Leninist theory of the superstructure explains how a society’s political, legal, cultural, and ideological institutions arise from and serve to reinforce its underlying economic base within a socialist framework.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marxist–Leninist theory of the superstructure
Target entity description: The Marxist–Leninist theory of the superstructure explains how a society’s political, legal, cultural, and ideological institutions arise from and serve to reinforce its underlying economic base within a socialist framework.
  • A. 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.
  • B. A Theory of Socialism and Capitalism
    A Theory of Socialism and Capitalism is a libertarian economic and political treatise that contrasts socialist and capitalist systems from an Austrian School and anarcho-capitalist perspective.
  • C. The Social Basis of the Third International Theory
    The Social Basis of the Third International Theory is the third section of Muammar Gaddafi’s political manifesto The Green Book, outlining the social principles and structures underpinning his proposed alternative to capitalism and communism.
  • D. Kommounistiki Epitheorisi
    Kommounistiki Epitheorisi is the main theoretical and political journal of the Communist Party of Greece, publishing Marxist-Leninist analysis and party positions.
  • E. Karl Marx's Theory of History: A Defence
    Karl Marx's Theory of History: A Defence is a seminal work by G.A. Cohen that rigorously reconstructs and defends Marx’s historical materialism using the tools of analytic philosophy.
  • 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_69ca83ee26cc81909ac624e190597d6d completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69ccf0a1e49081909c188f1e1e87039b completed April 1, 2026, 10:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69d077db03048190b9c1f0812da21733 completed April 4, 2026, 2:30 a.m.
NEDg Description generation batch_69d07dc19c2881909f095db0659f54db completed April 4, 2026, 2:56 a.m.
NED2 Entity disambiguation (via description) batch_69d07e0ff9188190ba4b9c4ad17d37f5 completed April 4, 2026, 2:57 a.m.
Created at: March 30, 2026, 7:30 p.m.