Triple

T495266

Position	Surface form	Disambiguated ID	Type / Status
Subject	Marxism	`E10277`	entity
Predicate	subschool	`P14190`	FINISHED
Object	Analytical Marxism Analytical Marxism is a school of thought that applies the methods and clarity of analytic philosophy and rational-choice theory to the study and reconstruction of Marxist theory.	`E62030`	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: Analytical Marxism | Statement: [Marxism, subschool, Analytical Marxism]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Analytical Marxism
Context triple: [Marxism, subschool, Analytical Marxism]

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. 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.
C. 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.
D. 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.
E. The System of Economic Contradictions, or The Philosophy of Poverty
The System of Economic Contradictions, or The Philosophy of Poverty is an 1846 work by Pierre-Joseph Proudhon that offers a critical, dialectical analysis of capitalism and political economy from a socialist and anarchist perspective.
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: Analytical Marxism
Triple: [Marxism, subschool, Analytical Marxism]

Generated description

Analytical Marxism is a school of thought that applies the methods and clarity of analytic philosophy and rational-choice theory to the study and reconstruction of Marxist theory.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Analytical Marxism
Target entity description: Analytical Marxism is a school of thought that applies the methods and clarity of analytic philosophy and rational-choice theory to the study and reconstruction of Marxist theory.

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. 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.
C. 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.
D. 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.
E. The System of Economic Contradictions, or The Philosophy of Poverty
The System of Economic Contradictions, or The Philosophy of Poverty is an 1846 work by Pierre-Joseph Proudhon that offers a critical, dialectical analysis of capitalism and political economy from a socialist and anarchist perspective.
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_69a481ee2e348190b26b02990b4fb866`	completed	March 1, 2026, 6:14 p.m.
NEDg	Description generation	`batch_69a482749e78819093f8f81090eedfa2`	completed	March 1, 2026, 6:16 p.m.
NED2	Entity disambiguation (via description)	`batch_69a483073dcc8190b05f89a81207d3d2`	completed	March 1, 2026, 6:18 p.m.

Created at: Feb. 28, 2026, 1:12 p.m.