Triple

T827207
Position Surface form Disambiguated ID Type / Status
Subject Chicago School economics E17879 entity
Predicate associatedWithPerson P37 FINISHED
Object Jacob Viner
Jacob Viner was a prominent 20th-century economist known for his influential work in international trade theory, public finance, and his role in shaping modern economic thought.
 E106579 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: Jacob Viner | Statement: [Chicago School economics, associatedWithPerson, Jacob Viner]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Jacob Viner
Context triple: [Chicago School economics, associatedWithPerson, Jacob Viner]
  • A. 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.
  • B. Max Abramovitz
    Max Abramovitz was a prominent American architect known for his modernist designs of major cultural and institutional buildings, including notable performance arts centers and university facilities.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: Jacob Viner
Triple: [Chicago School economics, associatedWithPerson, Jacob Viner]
Generated description
Jacob Viner was a prominent 20th-century economist known for his influential work in international trade theory, public finance, and his role in shaping modern economic thought.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Jacob Viner
Target entity description: Jacob Viner was a prominent 20th-century economist known for his influential work in international trade theory, public finance, and his role in shaping modern economic thought.
  • A. 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.
  • B. Max Abramovitz
    Max Abramovitz was a prominent American architect known for his modernist designs of major cultural and institutional buildings, including notable performance arts centers and university facilities.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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_69a7c714fc948190b84d34192b0064ff completed March 4, 2026, 5:45 a.m.
NEDg Description generation batch_69a7c82c5b888190ae5440f5d06d2bce completed March 4, 2026, 5:50 a.m.
NED2 Entity disambiguation (via description) batch_69a7c8991e7c81908c31d60f9a7f2340 completed March 4, 2026, 5:52 a.m.
Created at: March 1, 2026, 7:38 p.m.