Triple

T8630336
Position Surface form Disambiguated ID Type / Status
Subject temporary equilibrium theory E204383 entity
Predicate associatedWorkOf P75541 FINISHED
Object John R. Hicks E40411 NE FINISHED

How this triple was built (3 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 R. Hicks | Statement: [temporary equilibrium theory, associatedWorkOf, John R. Hicks]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John R. Hicks
Context triple: [temporary equilibrium theory, associatedWorkOf, John R. Hicks]
  • A. John R. Hicks chosen
    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.
  • B. 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.
  • C. James Meade
    James Meade was a British economist and Nobel Prize laureate renowned for his influential work on international trade and economic policy.
  • D. James Meade
    James Meade was an American military officer after whom Meade County in Kentucky was named, recognized for his service in the early 19th century.
  • E. Lionel Robbins
    Lionel Robbins was a prominent 20th-century British economist best known for his influential work on the nature and definition of economics and his role in shaping economic thought at the London School of Economics.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07 
Target predicate: associatedWorkOf
Context triple: [temporary equilibrium theory, associatedWorkOf, John R. Hicks]
  • A. associatedWork
    Indicates that there exists a related or connected work (such as a publication, creative piece, or project) that is meaningfully linked to the subject.
  • B. worksWith
    Indicates that two entities collaborate or perform tasks together in a shared work-related context.
  • C. associatedWithAuthorWork chosen
    Indicates a relationship where an author is connected to a work they created, contributed to, or are otherwise credited for.
  • D. relatedWorkByAttribution
    Indicates that one work is connected to another through explicit attribution, such as citation, acknowledgment, or credit given by the creator or source.
  • E. relatedWorkField
    Indicates that one work is associated with or pertains to the same or a relevant field, discipline, or area of activity as another work.
  • F. None of above.

Provenance (4 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_69ca834b903c8190add96cc651e1a477 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5730309081909a9a0256c9bf5f8f completed March 31, 2026, 11:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69d0470dd24c8190851f71104c9fdf0f completed April 3, 2026, 11:02 p.m.
PD Predicate disambiguation batch_69cc455906f8819082edd79cb4a1cf28 completed March 31, 2026, 10:06 p.m.
Created at: March 30, 2026, 6:27 p.m.