Triple

T11468144
Position Surface form Disambiguated ID Type / Status
Subject rational expectations revolution E271829 entity
Predicate influencedBy P9 FINISHED
Object John F. Muth
John F. Muth was an American economist best known for originating the concept of rational expectations, which fundamentally reshaped modern macroeconomic theory.
E927188 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 F. Muth | Statement: [rational expectations revolution, influencedBy, John F. Muth]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John F. Muth
Context triple: [rational expectations revolution, influencedBy, John F. Muth]
  • A. John M. Olin
    John M. Olin was an American industrialist and philanthropist known for his leadership of the Olin Corporation and his extensive support of higher education and conservative public policy initiatives.
  • B. Charles I. Plosser
    Charles I. Plosser is an American economist known for his influential contributions to macroeconomics, particularly in developing and advancing real business cycle theory, and for serving as president of the Federal Reserve Bank of Philadelphia.
  • C. Arthur Burns
    Arthur Burns is a ruthless outlaw gang leader in the 2005 Australian Western film "The Proposition."
  • D. Harold F. Linder
    Harold F. Linder was an American investment banker and government official who notably served as chairman of the Export-Import Bank of the United States.
  • E. Richard L. Kagan
    Richard L. Kagan is an American historian known for his scholarship on early modern Spain and the Spanish Empire.
  • 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 F. Muth
Triple: [rational expectations revolution, influencedBy, John F. Muth]
Generated description
John F. Muth was an American economist best known for originating the concept of rational expectations, which fundamentally reshaped modern macroeconomic theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John F. Muth
Target entity description: John F. Muth was an American economist best known for originating the concept of rational expectations, which fundamentally reshaped modern macroeconomic theory.
  • A. John M. Olin
    John M. Olin was an American industrialist and philanthropist known for his leadership of the Olin Corporation and his extensive support of higher education and conservative public policy initiatives.
  • B. Charles I. Plosser
    Charles I. Plosser is an American economist known for his influential contributions to macroeconomics, particularly in developing and advancing real business cycle theory, and for serving as president of the Federal Reserve Bank of Philadelphia.
  • C. Arthur Burns
    Arthur Burns is a ruthless outlaw gang leader in the 2005 Australian Western film "The Proposition."
  • D. Harold F. Linder
    Harold F. Linder was an American investment banker and government official who notably served as chairman of the Export-Import Bank of the United States.
  • E. Richard L. Kagan
    Richard L. Kagan is an American historian known for his scholarship on early modern Spain and the Spanish Empire.
  • 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_69d6aae0c8d881908a5a360c0be3242e completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d822f74144819094479690c8151073 completed April 9, 2026, 10:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69e5e9429a308190810b485708d28617 completed April 20, 2026, 8:52 a.m.
NEDg Description generation batch_69e5f15a50b881908d0930021833ae74 completed April 20, 2026, 9:26 a.m.
NED2 Entity disambiguation (via description) batch_69e5f88f16748190826a7fc5d27019d7 completed April 20, 2026, 9:57 a.m.
Created at: April 8, 2026, 9:35 p.m.