Triple

T7176790
Position Surface form Disambiguated ID Type / Status
Subject Humanism E167338 entity
Predicate hasVariant P455 FINISHED
Object Marxist humanism
Marxist humanism is a philosophical current that interprets Marxism through a human-centered lens, emphasizing human agency, alienation, and emancipation over economic determinism or rigid structuralism.
E646592 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 humanism | Statement: [Humanism, hasVariant, Marxist humanism]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marxist humanism
Context triple: [Humanism, hasVariant, Marxist humanism]
  • A. 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.
  • 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. 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. School of Marxism
    The School of Marxism is an academic unit at Tianjin University dedicated to teaching and researching Marxist theory, ideology, and related social sciences.
  • E. Marxist Way
    Marxist Way is a political publication associated with the Revolutionary Socialist Party that promotes Marxist and revolutionary socialist ideas.
  • 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 humanism
Triple: [Humanism, hasVariant, Marxist humanism]
Generated description
Marxist humanism is a philosophical current that interprets Marxism through a human-centered lens, emphasizing human agency, alienation, and emancipation over economic determinism or rigid structuralism.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marxist humanism
Target entity description: Marxist humanism is a philosophical current that interprets Marxism through a human-centered lens, emphasizing human agency, alienation, and emancipation over economic determinism or rigid structuralism.
  • A. 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.
  • 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. 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. School of Marxism
    The School of Marxism is an academic unit at Tianjin University dedicated to teaching and researching Marxist theory, ideology, and related social sciences.
  • E. Marxist Way
    Marxist Way is a political publication associated with the Revolutionary Socialist Party that promotes Marxist and revolutionary socialist ideas.
  • 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_69c68889a2748190a316c5e65360361a completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e89022d48190a112c24df79ab62f completed March 27, 2026, 8:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7b9281e808190ac2a8ad585a70ea0 completed March 28, 2026, 11:19 a.m.
NEDg Description generation batch_69c7b9993f40819098c59865a3e64532 completed March 28, 2026, 11:20 a.m.
NED2 Entity disambiguation (via description) batch_69c7ba4f196c8190b29e6ddc091f11a6 completed March 28, 2026, 11:23 a.m.
Created at: March 27, 2026, 2:49 p.m.