Triple

T4163575
Position Surface form Disambiguated ID Type / Status
Subject Simon Johnson E84387 entity
Predicate coAuthorWith P398 FINISHED
Object James Kwak
James Kwak is an American author, law professor, and commentator on economics and public policy, known for his work on the financial crisis and inequality.
E418123 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: James Kwak | Statement: [Simon Johnson, coAuthorWith, James Kwak]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: James Kwak
Context triple: [Simon Johnson, coAuthorWith, James Kwak]
  • A. John Tomasi
    John Tomasi is an American political philosopher known for his work on the intersection of classical liberalism and theories of justice, particularly in his book "Free Market Fairness."
  • B. Matthew Gentzkow
    Matthew Gentzkow is an American economist known for his influential research on media, political communication, and industrial organization.
  • C. James Gorman
    James Gorman is an Australian-American business executive best known as the longtime CEO and chairman of Morgan Stanley.
  • D. Robert D. Murphy
    Robert D. Murphy was a prominent American diplomat and foreign service officer who played key roles in U.S. policy during and after World War II, particularly in Europe.
  • E. John Cochrane
    John Cochrane is an American economist known for his work on asset pricing, macroeconomics, and financial economics, and for his influential role in academic and policy debates.
  • 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: James Kwak
Triple: [Simon Johnson, coAuthorWith, James Kwak]
Generated description
James Kwak is an American author, law professor, and commentator on economics and public policy, known for his work on the financial crisis and inequality.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: James Kwak
Target entity description: James Kwak is an American author, law professor, and commentator on economics and public policy, known for his work on the financial crisis and inequality.
  • A. John Tomasi
    John Tomasi is an American political philosopher known for his work on the intersection of classical liberalism and theories of justice, particularly in his book "Free Market Fairness."
  • B. Matthew Gentzkow
    Matthew Gentzkow is an American economist known for his influential research on media, political communication, and industrial organization.
  • C. James Gorman
    James Gorman is an Australian-American business executive best known as the longtime CEO and chairman of Morgan Stanley.
  • D. Robert D. Murphy
    Robert D. Murphy was a prominent American diplomat and foreign service officer who played key roles in U.S. policy during and after World War II, particularly in Europe.
  • E. John Cochrane
    John Cochrane is an American economist known for his work on asset pricing, macroeconomics, and financial economics, and for his influential role in academic and policy debates.
  • 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_69aed932cab48190b80ffe35f7029ae1 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af02a9bf348190b99cecd19fe65779 completed March 9, 2026, 5:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69b57f478c948190a997e006015e588d completed March 14, 2026, 3:31 p.m.
NEDg Description generation batch_69b57fcd3d60819086ab5ad7b69242a2 completed March 14, 2026, 3:33 p.m.
NED2 Entity disambiguation (via description) batch_69b5803ec2088190ac9d4b3d34278e17 completed March 14, 2026, 3:35 p.m.
Created at: March 9, 2026, 3:44 p.m.