Triple

T4586434
Position Surface form Disambiguated ID Type / Status
Subject Robert Lucas Jr. E101977 entity
Predicate influencedBy P9 FINISHED
Object John Muth
John Muth was an American economist best known for introducing the concept of rational expectations, which profoundly shaped modern macroeconomic theory.
E455408 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 Muth | Statement: [Robert Lucas Jr., influencedBy, John Muth]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Muth
Context triple: [Robert Lucas Jr., influencedBy, John Muth]
  • A. Philip Bruns
    Philip Bruns was an American character actor best known for his television and film roles in the 1970s and 1980s, including his work on the satirical soap opera "Mary Hartman, Mary Hartman."
  • B. Marc Ewing
    Marc Ewing is an American software engineer and entrepreneur best known as a co-founder of the open-source software company Red Hat.
  • C. Bruce H. Mann
    Bruce H. Mann is an American legal historian and Harvard Law School professor known for his scholarship on early American legal and economic history and for being married to U.S. Senator Elizabeth Warren.
  • D. Donald Goldsmith
    Donald Goldsmith is an American astronomer, science writer, and popularizer of cosmology known for making complex astrophysical concepts accessible to general audiences.
  • E. John T. Woolley
    John T. Woolley is a political scientist and academic known for co-founding the American Presidency Project, a major online archive of U.S. presidential documents.
  • 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 Muth
Triple: [Robert Lucas Jr., influencedBy, John Muth]
Generated description
John Muth was an American economist best known for introducing the concept of rational expectations, which profoundly shaped modern macroeconomic theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Muth
Target entity description: John Muth was an American economist best known for introducing the concept of rational expectations, which profoundly shaped modern macroeconomic theory.
  • A. Philip Bruns
    Philip Bruns was an American character actor best known for his television and film roles in the 1970s and 1980s, including his work on the satirical soap opera "Mary Hartman, Mary Hartman."
  • B. Marc Ewing
    Marc Ewing is an American software engineer and entrepreneur best known as a co-founder of the open-source software company Red Hat.
  • C. Bruce H. Mann
    Bruce H. Mann is an American legal historian and Harvard Law School professor known for his scholarship on early American legal and economic history and for being married to U.S. Senator Elizabeth Warren.
  • D. Donald Goldsmith
    Donald Goldsmith is an American astronomer, science writer, and popularizer of cosmology known for making complex astrophysical concepts accessible to general audiences.
  • E. John T. Woolley
    John T. Woolley is a political scientist and academic known for co-founding the American Presidency Project, a major online archive of U.S. presidential documents.
  • 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_69bd43d4ce208190b53158c882b222e3 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd5906a43c81908fb11bf8f94be122 completed March 20, 2026, 2:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69bde0aa114881909fe446bf86c675e7 completed March 21, 2026, 12:04 a.m.
NEDg Description generation batch_69bde14843148190a0b5fa0ad1d805d9 completed March 21, 2026, 12:07 a.m.
NED2 Entity disambiguation (via description) batch_69bde1b2efb48190a5ab83fa6c257df2 completed March 21, 2026, 12:09 a.m.
Created at: March 20, 2026, 1:10 p.m.