Triple

T20188600
Position Surface form Disambiguated ID Type / Status
Subject Schumacher E492925 entity
Predicate hasNotableBearer P458 FINISHED
Object E. F. Schumacher NE NERFINISHED

How this triple was built (3 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: E. F. Schumacher | Statement: [Schumacher, hasNotableBearer, E. F. Schumacher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: E. F. Schumacher
Context triple: [Schumacher, hasNotableBearer, E. F. Schumacher]
  • A. Herman Daly
    Herman Daly was an influential American ecological economist known for pioneering the concept of a steady-state economy and critiquing unlimited economic growth on a finite planet.
  • B. Nicholas Georgescu-Roegen
    Nicholas Georgescu-Roegen was a Romanian-American mathematician-turned-economist best known for founding ecological economics through his pioneering work on entropy, thermodynamics, and the limits of economic growth.
  • C. Julian Simon
    Julian Simon was an American economist known for his optimistic views on population growth and natural resources, famously arguing that human ingenuity is the "ultimate resource."
  • D. Jørgen Randers
    Jørgen Randers is a Norwegian academic, futurist, and co-author of "The Limits to Growth," known for his work on climate change, sustainability, and long-term global forecasting.
  • E. Ragnar Nurkse
    Ragnar Nurkse was an influential Estonian economist known for his work on development economics and the theory of balanced growth in poor countries.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: E. F. Schumacher
Target entity description: 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.
  • A. Herman Daly
    Herman Daly was an influential American ecological economist known for pioneering the concept of a steady-state economy and critiquing unlimited economic growth on a finite planet.
  • B. Nicholas Georgescu-Roegen
    Nicholas Georgescu-Roegen was a Romanian-American mathematician-turned-economist best known for founding ecological economics through his pioneering work on entropy, thermodynamics, and the limits of economic growth.
  • C. Julian Simon
    Julian Simon was an American economist known for his optimistic views on population growth and natural resources, famously arguing that human ingenuity is the "ultimate resource."
  • D. Jørgen Randers
    Jørgen Randers is a Norwegian academic, futurist, and co-author of "The Limits to Growth," known for his work on climate change, sustainability, and long-term global forecasting.
  • E. Ragnar Nurkse
    Ragnar Nurkse was an influential Estonian economist known for his work on development economics and the theory of balanced growth in poor countries.
  • F. None of above. chosen

Provenance (2 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.
Created at: April 11, 2026, 11:37 p.m.