Triple

T827205
Position Surface form Disambiguated ID Type / Status
Subject Chicago School economics E17879 entity
Predicate associatedWithPerson P37 FINISHED
Object Eugene Fama
Eugene Fama is an American economist renowned as a leading figure in the Chicago School and a pioneer of modern finance, particularly for his work on efficient markets and asset pricing.
E96712 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: Eugene Fama | Statement: [Chicago School economics, associatedWithPerson, Eugene Fama]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Eugene Fama
Context triple: [Chicago School economics, associatedWithPerson, Eugene Fama]
  • A. Robert J. Shiller
    Robert J. Shiller is an American economist and Nobel laureate renowned for his work on asset prices, financial bubbles, and behavioral finance.
  • B. David Meriwether
    David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
  • C. John Templeton
    John Templeton was a British-American investor, philanthropist, and pioneer of global value investing, best known for founding the Templeton Growth Fund and establishing the Templeton Prize for achievements in spiritual progress.
  • D. Milton Friedman
    Milton Friedman was a prominent American economist and Nobel laureate known for his advocacy of free-market capitalism, monetarism, and limited government intervention in the economy.
  • E. Irving Fisher
    Irving Fisher was an influential American economist and statistician known for his pioneering work in interest theory, capital theory, and the development of modern economic and econometric analysis.
  • 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: Eugene Fama
Triple: [Chicago School economics, associatedWithPerson, Eugene Fama]
Generated description
Eugene Fama is an American economist renowned as a leading figure in the Chicago School and a pioneer of modern finance, particularly for his work on efficient markets and asset pricing.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Eugene Fama
Target entity description: Eugene Fama is an American economist renowned as a leading figure in the Chicago School and a pioneer of modern finance, particularly for his work on efficient markets and asset pricing.
  • A. Robert J. Shiller
    Robert J. Shiller is an American economist and Nobel laureate renowned for his work on asset prices, financial bubbles, and behavioral finance.
  • B. David Meriwether
    David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
  • C. John Templeton
    John Templeton was a British-American investor, philanthropist, and pioneer of global value investing, best known for founding the Templeton Growth Fund and establishing the Templeton Prize for achievements in spiritual progress.
  • D. Milton Friedman
    Milton Friedman was a prominent American economist and Nobel laureate known for his advocacy of free-market capitalism, monetarism, and limited government intervention in the economy.
  • E. Irving Fisher
    Irving Fisher was an influential American economist and statistician known for his pioneering work in interest theory, capital theory, and the development of modern economic and econometric analysis.
  • 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_69a4937c9c188190aaa216f6b466f452 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4ab989748819091a3809a747a1c5b completed March 1, 2026, 9:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69a76d9577f081908aa31b1926e04bb8 completed March 3, 2026, 11:24 p.m.
NEDg Description generation batch_69a78204c1208190b2d2d19cdea93b57 completed March 4, 2026, 12:51 a.m.
NED2 Entity disambiguation (via description) batch_69a78648601881908bfcb9390ac4d6d2 completed March 4, 2026, 1:09 a.m.
Created at: March 1, 2026, 7:38 p.m.