Triple

T13333203
Position Surface form Disambiguated ID Type / Status
Subject The Scope and Method of Economic Science E317622 entity
Predicate author P4 FINISHED
Object John Neville Keynes
John Neville Keynes was a British economist and logician known for his influential work on the methodology of economics and as the father of John Maynard Keynes.
E1035432 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: John Neville Keynes | Statement: [The Scope and Method of Economic Science, author, John Neville Keynes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Neville Keynes
Context triple: [The Scope and Method of Economic Science, author, John Neville Keynes]
  • A. Richard Keynes
    Richard Keynes was a British physiologist known for his influential research in nerve and muscle physiology and for being part of the prominent Keynes family.
  • B. John Maynard
    John Maynard is a film producer known for his work on Australian cinema, including the acclaimed drama "Romulus, My Father."
  • C. Skandar Keynes
    Skandar Keynes is a British former child actor best known for playing Edmund Pevensie in the film adaptations of C.S. Lewis's "The Chronicles of Narnia."
  • D. John Maynard Keynes
    John Maynard Keynes was a British economist whose revolutionary ideas about government intervention in the economy profoundly shaped modern macroeconomics and policies adopted during and after the Great Depression.
  • E. Quentin Keynes
    Quentin Keynes was a British explorer, filmmaker, and bibliophile known for his expeditions to remote regions and for being a descendant of Charles Darwin and John Maynard Keynes.
  • 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: John Neville Keynes
Triple: [The Scope and Method of Economic Science, author, John Neville Keynes]
Generated description
John Neville Keynes was a British economist and logician known for his influential work on the methodology of economics and as the father of John Maynard Keynes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Neville Keynes
Target entity description: John Neville Keynes was a British economist and logician known for his influential work on the methodology of economics and as the father of John Maynard Keynes.
  • A. Richard Keynes
    Richard Keynes was a British physiologist known for his influential research in nerve and muscle physiology and for being part of the prominent Keynes family.
  • B. John Maynard
    John Maynard is a film producer known for his work on Australian cinema, including the acclaimed drama "Romulus, My Father."
  • C. Skandar Keynes
    Skandar Keynes is a British former child actor best known for playing Edmund Pevensie in the film adaptations of C.S. Lewis's "The Chronicles of Narnia."
  • D. John Maynard Keynes
    John Maynard Keynes was a British economist whose revolutionary ideas about government intervention in the economy profoundly shaped modern macroeconomics and policies adopted during and after the Great Depression.
  • E. Quentin Keynes
    Quentin Keynes was a British explorer, filmmaker, and bibliophile known for his expeditions to remote regions and for being a descendant of Charles Darwin and John Maynard Keynes.
  • 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_69d806b4d62c81908d4ced1665414be5 completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d99cfdc9388190af1fdd3cd4717bd8 completed April 11, 2026, 12:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69f71f36e4cc819093007404ceb5da31 completed May 3, 2026, 10:11 a.m.
NEDg Description generation batch_69f72126765481908ef6e6ae7349bd30 completed May 3, 2026, 10:19 a.m.
NED2 Entity disambiguation (via description) batch_69f7221887208190ac98945a023bc496 completed May 3, 2026, 10:23 a.m.
Created at: April 9, 2026, 9:30 p.m.