Triple

T13547088
Position Surface form Disambiguated ID Type / Status
Subject Lars Peter Hansen E323540 entity
Predicate doctoralStudent P167 FINISHED
Object John Heaton
John Heaton is an American economist known for his work in asset pricing and macro-finance, particularly on consumption-based models of financial markets.
E1099771 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 Heaton | Statement: [Lars Peter Hansen, doctoralStudent, John Heaton]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Heaton
Context triple: [Lars Peter Hansen, doctoralStudent, John Heaton]
  • A. William Dewhurst
    William Dewhurst was an actor known for his role in the early 20th-century film "Sabotage."
  • B. Thomas Harwood
    Thomas Harwood is a relatively obscure individual whose primary recorded distinction is sharing the surname Harwood, with no widely recognized public achievements or roles documented.
  • C. William Augustus Hinton
    William Augustus Hinton was an American bacteriologist and public health pioneer best known for developing a widely used test for syphilis and becoming the first Black full professor at Harvard University.
  • D. John Horne
    John Horne was a Scottish geologist known for his pioneering work on the geology of the Scottish Highlands and his key role in elucidating major thrust fault structures.
  • E. George Hinton
    George Hinton is a relatively obscure individual whose name is notably shared with the surname Hinton, rather than being widely recognized for specific achievements.
  • 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 Heaton
Triple: [Lars Peter Hansen, doctoralStudent, John Heaton]
Generated description
John Heaton is an American economist known for his work in asset pricing and macro-finance, particularly on consumption-based models of financial markets.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Heaton
Target entity description: John Heaton is an American economist known for his work in asset pricing and macro-finance, particularly on consumption-based models of financial markets.
  • A. William Dewhurst
    William Dewhurst was an actor known for his role in the early 20th-century film "Sabotage."
  • B. Thomas Harwood
    Thomas Harwood is a relatively obscure individual whose primary recorded distinction is sharing the surname Harwood, with no widely recognized public achievements or roles documented.
  • C. William Augustus Hinton
    William Augustus Hinton was an American bacteriologist and public health pioneer best known for developing a widely used test for syphilis and becoming the first Black full professor at Harvard University.
  • D. John Horne
    John Horne was a Scottish geologist known for his pioneering work on the geology of the Scottish Highlands and his key role in elucidating major thrust fault structures.
  • E. George Hinton
    George Hinton is a relatively obscure individual whose name is notably shared with the surname Hinton, rather than being widely recognized for specific achievements.
  • 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_69d8076776248190bdf0d4fa1f85a5fc completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbafdb466881908fb46642dc66849d completed April 12, 2026, 2:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd5bad771881908280e3d96be068fc completed May 8, 2026, 3:42 a.m.
NEDg Description generation batch_69fd5d6af9ac8190a37f11b0f8a1db0f completed May 8, 2026, 3:50 a.m.
NED2 Entity disambiguation (via description) batch_69fd5df48f7481909764bc4e23c0b04a completed May 8, 2026, 3:52 a.m.
Created at: April 9, 2026, 9:45 p.m.