Triple

T6750623
Position Surface form Disambiguated ID Type / Status
Subject German historical school of economics E154331 entity
Predicate associatedWith P37 FINISHED
Object Karl Knies
Karl Knies was a 19th-century German economist and key figure of the German historical school, known for emphasizing the historical and empirical study of economic phenomena over abstract theory.
E616137 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 Knies | Statement: [German historical school of economics, associatedWith, Karl Knies]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Karl Knies
Context triple: [German historical school of economics, associatedWith, Karl Knies]
  • A. August Bebel
    August Bebel was a prominent 19th-century German socialist politician, co-founder and longtime leader of the Social Democratic Party of Germany (SPD), and an influential advocate for workers' rights and social reform.
  • B. Hermann Marx
    Hermann Marx was a member of the Marx family of Trier, known primarily as a son of the lawyer Heinrich Marx and thus part of the extended family circle of Karl Marx.
  • C. Adolf Bernhard Marx
    Adolf Bernhard Marx was a 19th-century German music theorist, critic, and educator known for his influential writings on musical form and his role in shaping Romantic-era music aesthetics.
  • D. Ludwig Lange
    Ludwig Lange was a 19th-century German architect known for his neoclassical designs and influential work on major public buildings in Europe.
  • E. Franz Mehring
    Franz Mehring was a German Marxist historian, journalist, and politician, known as a prominent theoretician of the socialist movement and a co-founder of the Communist Party of Germany.
  • 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 Knies
Triple: [German historical school of economics, associatedWith, Karl Knies]
Generated description
Karl Knies was a 19th-century German economist and key figure of the German historical school, known for emphasizing the historical and empirical study of economic phenomena over abstract theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Karl Knies
Target entity description: Karl Knies was a 19th-century German economist and key figure of the German historical school, known for emphasizing the historical and empirical study of economic phenomena over abstract theory.
  • A. August Bebel
    August Bebel was a prominent 19th-century German socialist politician, co-founder and longtime leader of the Social Democratic Party of Germany (SPD), and an influential advocate for workers' rights and social reform.
  • B. Hermann Marx
    Hermann Marx was a member of the Marx family of Trier, known primarily as a son of the lawyer Heinrich Marx and thus part of the extended family circle of Karl Marx.
  • C. Adolf Bernhard Marx
    Adolf Bernhard Marx was a 19th-century German music theorist, critic, and educator known for his influential writings on musical form and his role in shaping Romantic-era music aesthetics.
  • D. Ludwig Lange
    Ludwig Lange was a 19th-century German architect known for his neoclassical designs and influential work on major public buildings in Europe.
  • E. Franz Mehring
    Franz Mehring was a German Marxist historian, journalist, and politician, known as a prominent theoretician of the socialist movement and a co-founder of the Communist Party of Germany.
  • 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_69c6880ef37881909268a5a7299b9293 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d1da32108190882949aa329d2b60 completed March 27, 2026, 6:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70b1a0d7481908a813fa5c2e1ba6e completed March 27, 2026, 10:56 p.m.
NEDg Description generation batch_69c70c82a2008190b0f5f859687a7de5 completed March 27, 2026, 11:02 p.m.
NED2 Entity disambiguation (via description) batch_69c70d7e3d748190ace98ad9cb9c425b completed March 27, 2026, 11:06 p.m.
Created at: March 27, 2026, 2:11 p.m.