Triple

T20188621
Position Surface form Disambiguated ID Type / Status
Subject Schumacher E492925 entity
Predicate hasNotableBearer P458 FINISHED
Object Hermann Josef Schumacher
Hermann Josef Schumacher was a German economist and statistician known for his contributions to economic theory and social statistics in the late 19th and early 20th centuries.
E1417926 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: Hermann Josef Schumacher | Statement: [Schumacher, hasNotableBearer, Hermann Josef Schumacher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hermann Josef Schumacher
Context triple: [Schumacher, hasNotableBearer, Hermann Josef Schumacher]
  • A. E. F. Schumacher
    E. F. Schumacher was a German-British economist and philosopher best known for his influential book "Small Is Beautiful," which advocated for human-scale, sustainable economics and appropriate technology.
  • B. Wilhelm Röpke
    Wilhelm Röpke was a German economist and social philosopher known as a key architect of ordoliberalism and the postwar German social market economy.
  • C. Friedrich Karl Dörner
    Friedrich Karl Dörner was a German classical archaeologist and epigrapher renowned for his pioneering research on the Kingdom of Commagene and its monumental sites in southeastern Turkey.
  • D. Walter Eucken
    Walter Eucken was a German economist and leading figure of the Freiburg School whose ideas laid the intellectual foundation for the postwar German social market economy.
  • E. Herbert Hirschmann
    Herbert Hirschmann is an individual notable enough to be recognized as a prominent bearer of the surname Hirschmann.
  • 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: Hermann Josef Schumacher
Triple: [Schumacher, hasNotableBearer, Hermann Josef Schumacher]
Generated description
Hermann Josef Schumacher was a German economist and statistician known for his contributions to economic theory and social statistics in the late 19th and early 20th centuries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hermann Josef Schumacher
Target entity description: Hermann Josef Schumacher was a German economist and statistician known for his contributions to economic theory and social statistics in the late 19th and early 20th centuries.
  • A. E. F. Schumacher
    E. F. Schumacher was a German-British economist and philosopher best known for his influential book "Small Is Beautiful," which advocated for human-scale, sustainable economics and appropriate technology.
  • B. Wilhelm Röpke
    Wilhelm Röpke was a German economist and social philosopher known as a key architect of ordoliberalism and the postwar German social market economy.
  • C. Friedrich Karl Dörner
    Friedrich Karl Dörner was a German classical archaeologist and epigrapher renowned for his pioneering research on the Kingdom of Commagene and its monumental sites in southeastern Turkey.
  • D. Walter Eucken
    Walter Eucken was a German economist and leading figure of the Freiburg School whose ideas laid the intellectual foundation for the postwar German social market economy.
  • E. Herbert Hirschmann
    Herbert Hirschmann is an individual notable enough to be recognized as a prominent bearer of the surname Hirschmann.
  • 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_69da6268a034819081cbd9ea5a1c9475 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e66ad404508190981cfb7cab18d8d3 completed April 20, 2026, 6:05 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0843e2df688190b04d3f3b443ea874 completed May 16, 2026, 10:16 a.m.
NEDg Description generation batch_6a08458bdd70819088c517835ac1ca07 completed May 16, 2026, 10:23 a.m.
NED2 Entity disambiguation (via description) batch_6a08463d181c81909638fb6153b45da1 completed May 16, 2026, 10:26 a.m.
Created at: April 11, 2026, 11:37 p.m.