Triple

T3062662
Position Surface form Disambiguated ID Type / Status
Subject Analytical Marxism E62030 entity
Predicate hasKeyWork P6200 FINISHED
Object 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.
E323242 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: Karl Marx's Theory of History: A Defence | Statement: [Analytical Marxism, hasKeyWork, Karl Marx's Theory of History: A Defence]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Karl Marx's Theory of History: A Defence
Context triple: [Analytical Marxism, hasKeyWork, Karl Marx's Theory of History: A Defence]
  • A. Karl Marx and the Close of His System
    "Karl Marx and the Close of His System" is a seminal 1896 critique by Austrian economist Eugen von Böhm-Bawerk that challenges the internal consistency and value theory of Karl Marx’s economic system.
  • B. 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.
  • 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. The Poverty of Historicism
    The Poverty of Historicism is a philosophical work by Karl Popper that critiques the idea that history unfolds according to discoverable laws and argues against using such supposed laws to predict or control social development.
  • E. Hegel and the Rise of Social Theory
    "Hegel and the Rise of Social Theory" is the subtitle of Herbert Marcuse’s influential 1941 philosophical work *Reason and Revolution*, which examines Hegel’s thought as a foundation for modern critical social theory.
  • 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: Karl Marx's Theory of History: A Defence
Triple: [Analytical Marxism, hasKeyWork, Karl Marx's Theory of History: A Defence]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Karl Marx's Theory of History: A Defence
Target entity description: 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.
  • A. Karl Marx and the Close of His System
    "Karl Marx and the Close of His System" is a seminal 1896 critique by Austrian economist Eugen von Böhm-Bawerk that challenges the internal consistency and value theory of Karl Marx’s economic system.
  • B. 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.
  • 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. The Poverty of Historicism
    The Poverty of Historicism is a philosophical work by Karl Popper that critiques the idea that history unfolds according to discoverable laws and argues against using such supposed laws to predict or control social development.
  • E. Hegel and the Rise of Social Theory
    "Hegel and the Rise of Social Theory" is the subtitle of Herbert Marcuse’s influential 1941 philosophical work *Reason and Revolution*, which examines Hegel’s thought as a foundation for modern critical social theory.
  • 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_69ad85793e5c8190a358049bc4a98d8c completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ad9ea088fc819090b9d5bbcb268671 completed March 8, 2026, 4:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69b1ef118cb48190a1f666ead7c19a12 completed March 11, 2026, 10:39 p.m.
NEDg Description generation batch_69b1f1291670819083866bd4950d4124 completed March 11, 2026, 10:48 p.m.
NED2 Entity disambiguation (via description) batch_69b1f1990be08190bfa83c08323c5d40 completed March 11, 2026, 10:50 p.m.
Created at: March 8, 2026, 3:02 p.m.