Triple

T8825297
Position Surface form Disambiguated ID Type / Status
Subject Post-Keynesian economics E210000 entity
Predicate developedBy P73 FINISHED
Object Joan Robinson
Joan Robinson was a prominent 20th-century British economist known for her influential work on imperfect competition, capital theory, and the development of Post-Keynesian economics.
E760761 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: Joan Robinson | Statement: [Post-Keynesian economics, developedBy, Joan Robinson]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Joan Robinson
Context triple: [Post-Keynesian economics, developedBy, Joan Robinson]
  • 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. 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. Margaret Keynes
    Margaret Keynes was a member of the prominent Darwin–Wedgwood family, connected to the influential intellectual and scientific circles of 19th- and early 20th-century Britain.
  • D. Elizabeth Boody Schumpeter
    Elizabeth Boody Schumpeter was an American economic historian and editor known for preserving and publishing the works of her husband, economist Joseph Schumpeter.
  • 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. 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: Joan Robinson
Triple: [Post-Keynesian economics, developedBy, Joan Robinson]
Generated description
Joan Robinson was a prominent 20th-century British economist known for her influential work on imperfect competition, capital theory, and the development of Post-Keynesian economics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Joan Robinson
Target entity description: Joan Robinson was a prominent 20th-century British economist known for her influential work on imperfect competition, capital theory, and the development of Post-Keynesian economics.
  • 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. 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. Margaret Keynes
    Margaret Keynes was a member of the prominent Darwin–Wedgwood family, connected to the influential intellectual and scientific circles of 19th- and early 20th-century Britain.
  • D. Elizabeth Boody Schumpeter
    Elizabeth Boody Schumpeter was an American economic historian and editor known for preserving and publishing the works of her husband, economist Joseph Schumpeter.
  • 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. 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_69ca8365b28081909e48e45e95dfc405 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc60332d208190972a8b03fbd760ee completed April 1, 2026, midnight
NED1 Entity disambiguation (via context triple) batch_69cf894902588190adb60140c64561f6 completed April 3, 2026, 9:32 a.m.
NEDg Description generation batch_69cf8a8c87dc81909d5c0d769341b17c completed April 3, 2026, 9:38 a.m.
NED2 Entity disambiguation (via description) batch_69cf8b79a0b48190a29491f5f8f81217 completed April 3, 2026, 9:42 a.m.
Created at: March 30, 2026, 6:46 p.m.