Triple

T414883
Position Surface form Disambiguated ID Type / Status
Subject New Keynesian economics E9569 entity
Predicate associatedWithEconomist P1481 FINISHED
Object John B. Taylor
John B. Taylor is an American economist best known for formulating the influential Taylor rule for monetary policy and for his contributions to modern macroeconomic and New Keynesian theory.
 E57119 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: John B. Taylor | Statement: [New Keynesian economics, associatedWithEconomist, John B. Taylor]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John B. Taylor
Context triple: [New Keynesian economics, associatedWithEconomist, John B. Taylor]
  • A. David Romer
    David Romer is an influential American macroeconomist known for his work on New Keynesian economics, advanced macroeconomic theory, and widely used graduate-level textbooks.
  • B. J. O. Taylor
    J. O. Taylor was a cinematographer active during early Hollywood who worked on the landmark 1933 monster film "King Kong."
  • C. Thomas J. Biersteker
    Thomas J. Biersteker is an American political scientist and international relations scholar known for his work on global governance, sanctions, and international security.
  • D. George Bergstrom
    George Bergstrom was an American architect best known for designing the Pentagon, the headquarters of the United States Department of Defense.
  • E. James Volcker
    James Volcker is the son of former Federal Reserve Chairman Paul A. Volcker.
  • 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: John B. Taylor
Triple: [New Keynesian economics, associatedWithEconomist, John B. Taylor]
Generated description
John B. Taylor is an American economist best known for formulating the influential Taylor rule for monetary policy and for his contributions to modern macroeconomic and New Keynesian theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: John B. Taylor
Target entity description: John B. Taylor is an American economist best known for formulating the influential Taylor rule for monetary policy and for his contributions to modern macroeconomic and New Keynesian theory.
  • A. David Romer
    David Romer is an influential American macroeconomist known for his work on New Keynesian economics, advanced macroeconomic theory, and widely used graduate-level textbooks.
  • B. J. O. Taylor
    J. O. Taylor was a cinematographer active during early Hollywood who worked on the landmark 1933 monster film "King Kong."
  • C. Thomas J. Biersteker
    Thomas J. Biersteker is an American political scientist and international relations scholar known for his work on global governance, sanctions, and international security.
  • D. George Bergstrom
    George Bergstrom was an American architect best known for designing the Pentagon, the headquarters of the United States Department of Defense.
  • E. James Volcker
    James Volcker is the son of former Federal Reserve Chairman Paul A. Volcker.
  • 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_69a2e80111fc8190961d5b7c6154123f completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2f01be4108190b4c13346afd95a03 completed Feb. 28, 2026, 1:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69a44cb531548190b378444ccf7a6283 completed March 1, 2026, 2:27 p.m.
NEDg Description generation batch_69a44d31f0088190b55fd733460d7789 completed March 1, 2026, 2:29 p.m.
NED2 Entity disambiguation (via description) batch_69a44de3f26881909c9ea34a421ea7cf completed March 1, 2026, 2:32 p.m.
Created at: Feb. 28, 2026, 1:09 p.m.