Triple

T495232
Position Surface form Disambiguated ID Type / Status
Subject Marxism E10277 entity
Predicate coreConcept P533 FINISHED
Object 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.
E61658 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: historical materialism | Statement: [Marxism, coreConcept, historical materialism]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: historical materialism
Context triple: [Marxism, coreConcept, historical materialism]
  • A. 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.
  • B. Western Marxism
    Western Marxism is a 20th-century current of Marxist thought, associated with theorists like Herbert Marcuse, that emphasizes culture, philosophy, and critical theory over traditional economic determinism.
  • C. School of Marxism
    The School of Marxism is an academic faculty at Wuhan University dedicated to research and teaching in Marxist theory, ideology, and related social sciences.
  • D. Anti-Dühring
    Anti-Dühring is a major theoretical work by Friedrich Engels that systematically critiques Eugen Dühring’s philosophy while elaborating key principles of Marxist socialism.
  • E. Marxism–Leninism
    Marxism–Leninism is a communist ideological framework that synthesizes Karl Marx’s and Vladimir Lenin’s theories into a doctrine of one-party rule, state control of the economy, and revolutionary vanguard leadership, most prominently associated with the Soviet Union under Joseph Stalin.
  • 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: historical materialism
Triple: [Marxism, coreConcept, historical materialism]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: historical materialism
Target entity description: 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.
  • A. 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.
  • B. Western Marxism
    Western Marxism is a 20th-century current of Marxist thought, associated with theorists like Herbert Marcuse, that emphasizes culture, philosophy, and critical theory over traditional economic determinism.
  • C. School of Marxism
    The School of Marxism is an academic faculty at Wuhan University dedicated to research and teaching in Marxist theory, ideology, and related social sciences.
  • D. Anti-Dühring
    Anti-Dühring is a major theoretical work by Friedrich Engels that systematically critiques Eugen Dühring’s philosophy while elaborating key principles of Marxist socialism.
  • E. Marxism–Leninism
    Marxism–Leninism is a communist ideological framework that synthesizes Karl Marx’s and Vladimir Lenin’s theories into a doctrine of one-party rule, state control of the economy, and revolutionary vanguard leadership, most prominently associated with the Soviet Union under Joseph Stalin.
  • 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_69a2e847df8481909239ec08ccf1e376 completed Feb. 28, 2026, 1:06 p.m.
NER Named-entity recognition batch_69a2f0fdd5608190815fa36485df8962 completed Feb. 28, 2026, 1:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69a47d2da4488190be3146538a4f3d46 completed March 1, 2026, 5:53 p.m.
NEDg Description generation batch_69a47e3bf5e48190b30d2250708e04c6 completed March 1, 2026, 5:58 p.m.
NED2 Entity disambiguation (via description) batch_69a47e888e04819096b3b4eed3bccf95 completed March 1, 2026, 5:59 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.