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.