Triple

T277108
Position Surface form Disambiguated ID Type / Status
Subject Herbert Marcuse E5273 entity
Predicate movement P81 FINISHED
Object 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.
E36052 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: Western Marxism | Statement: [Herbert Marcuse, movement, Western Marxism]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Western Marxism
Context triple: [Herbert Marcuse, movement, Western Marxism]
  • A. 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.
  • B. 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.
  • C. Chinese Marxism
    Chinese Marxism is the localized adaptation of Marxist theory in China, shaped by the Chinese Communist Party’s revolutionary experience, Mao Zedong Thought, and subsequent reforms to guide the country’s socialist development.
  • D. 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.
  • E. Maoism
    Maoism is a variant of communist ideology developed from Marxism–Leninism that emphasizes peasant-led revolution, protracted people’s war, and continuous class struggle under a vanguard party.
  • 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: Western Marxism
Triple: [Herbert Marcuse, movement, Western Marxism]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Western Marxism
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. Chinese Marxism
    Chinese Marxism is the localized adaptation of Marxist theory in China, shaped by the Chinese Communist Party’s revolutionary experience, Mao Zedong Thought, and subsequent reforms to guide the country’s socialist development.
  • D. 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.
  • E. Maoism
    Maoism is a variant of communist ideology developed from Marxism–Leninism that emphasizes peasant-led revolution, protracted people’s war, and continuous class struggle under a vanguard party.
  • 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_69a257e6c8788190987dfe705ca2912a completed Feb. 28, 2026, 2:50 a.m.
NER Named-entity recognition batch_69a25ded68c88190b1fc595ce329aeb9 completed Feb. 28, 2026, 3:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69a391525a7081909166884a8ea47ace completed March 1, 2026, 1:07 a.m.
NEDg Description generation batch_69a391e734148190a56e6a07447af304 completed March 1, 2026, 1:09 a.m.
NED2 Entity disambiguation (via description) batch_69a3924ca2148190811f9d376805d0cd completed March 1, 2026, 1:11 a.m.
Created at: Feb. 28, 2026, 2:59 a.m.