Triple
T8825299
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Post-Keynesian economics |
E210000
|
entity |
| Predicate | developedBy |
P73
|
FINISHED |
| Object |
Paul Davidson
Paul Davidson is an American economist and leading figure in Post-Keynesian economics, known for his influential work on uncertainty, financial markets, and macroeconomic policy.
|
E781968
|
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: Paul Davidson | Statement: [Post-Keynesian economics, developedBy, Paul Davidson]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Paul Davidson Context triple: [Post-Keynesian economics, developedBy, Paul Davidson]
-
A.
Andrew Davidson
Andrew Davidson is a British illustrator and artist known for his detailed wood-engraving style used in book covers and classic literary editions.
-
B.
Paul Roberts
Paul Roberts is known primarily as a former husband of acclaimed American actress Ellen Burstyn.
-
C.
William Lee Davidson
William Lee Davidson was an American Revolutionary War officer from North Carolina who was killed in battle in 1781 and later honored as the namesake of Davidson County.
-
D.
Paul Nelson
Paul Nelson was an American-born architect known for his modernist designs in France, particularly innovative hospital and residential projects in the mid-20th century.
-
E.
Michael Roberds
Michael Roberds was a Canadian actor best known for playing Uncle Fester in the 1990s television adaptation of The Addams Family.
- 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: Paul Davidson Triple: [Post-Keynesian economics, developedBy, Paul Davidson]
Generated description
Paul Davidson is an American economist and leading figure in Post-Keynesian economics, known for his influential work on uncertainty, financial markets, and macroeconomic policy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Paul Davidson Target entity description: Paul Davidson is an American economist and leading figure in Post-Keynesian economics, known for his influential work on uncertainty, financial markets, and macroeconomic policy.
-
A.
Andrew Davidson
Andrew Davidson is a British illustrator and artist known for his detailed wood-engraving style used in book covers and classic literary editions.
-
B.
Paul Roberts
Paul Roberts is known primarily as a former husband of acclaimed American actress Ellen Burstyn.
-
C.
William Lee Davidson
William Lee Davidson was an American Revolutionary War officer from North Carolina who was killed in battle in 1781 and later honored as the namesake of Davidson County.
-
D.
Paul Nelson
Paul Nelson was an American-born architect known for his modernist designs in France, particularly innovative hospital and residential projects in the mid-20th century.
-
E.
Michael Roberds
Michael Roberds was a Canadian actor best known for playing Uncle Fester in the 1990s television adaptation of The Addams Family.
- 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_69d054339b988190849092f178a7af2c |
completed | April 3, 2026, 11:58 p.m. |
| NEDg | Description generation | batch_69d05653bc8881909707ceddb5c0db79 |
completed | April 4, 2026, 12:07 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d056ef48dc8190a6360286e34e06e9 |
completed | April 4, 2026, 12:10 a.m. |
Created at: March 30, 2026, 6:46 p.m.