Triple

T827206
Position Surface form Disambiguated ID Type / Status
Subject Chicago School economics E17879 entity
Predicate associatedWithPerson P37 FINISHED
Object Frank Knight
Frank Knight was an influential American economist and founding figure of the Chicago School, best known for his work on risk, uncertainty, and profit.
 E104813 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: Frank Knight | Statement: [Chicago School economics, associatedWithPerson, Frank Knight]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Frank Knight
Context triple: [Chicago School economics, associatedWithPerson, Frank Knight]
  • A. 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.
  • B. John R. Hicks
    John R. Hicks was a British economist and Nobel laureate renowned for his influential contributions to microeconomic theory, welfare economics, and the development of general equilibrium analysis.
  • C. Nicholas Kaldor
    Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
  • D. Karl Menger
    Karl Menger was an Austrian mathematician and philosopher known for his work in dimension theory, geometry, and the foundations of probability and economics.
  • E. Joseph Schumpeter
    Joseph Schumpeter was an influential Austrian-American economist best known for his theories of innovation, entrepreneurship, and “creative destruction” in capitalist economies.
  • 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: Frank Knight
Triple: [Chicago School economics, associatedWithPerson, Frank Knight]
Generated description
Frank Knight was an influential American economist and founding figure of the Chicago School, best known for his work on risk, uncertainty, and profit.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Frank Knight
Target entity description: Frank Knight was an influential American economist and founding figure of the Chicago School, best known for his work on risk, uncertainty, and profit.
  • A. 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.
  • B. John R. Hicks
    John R. Hicks was a British economist and Nobel laureate renowned for his influential contributions to microeconomic theory, welfare economics, and the development of general equilibrium analysis.
  • C. Nicholas Kaldor
    Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
  • D. Karl Menger
    Karl Menger was an Austrian mathematician and philosopher known for his work in dimension theory, geometry, and the foundations of probability and economics.
  • E. Joseph Schumpeter
    Joseph Schumpeter was an influential Austrian-American economist best known for his theories of innovation, entrepreneurship, and “creative destruction” in capitalist economies.
  • 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_69a7c0144a70819098aa4872a02b62b7 completed March 4, 2026, 5:16 a.m.
NEDg Description generation batch_69a7c088506c81908a9e8ac91cb5b69d completed March 4, 2026, 5:18 a.m.
NED2 Entity disambiguation (via description) batch_69a7c10b114c8190831a95519dd185a2 completed March 4, 2026, 5:20 a.m.
Created at: March 1, 2026, 7:38 p.m.