Triple
T2493913
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | neoclassical economics |
E52109
|
entity |
| Predicate | associatedWith |
P37
|
FINISHED |
| Object | Paul Samuelson |
E211938
|
NE FINISHED |
How this triple was built (2 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 Samuelson | Statement: [neoclassical economics, associatedWith, Paul Samuelson]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Paul Samuelson Context triple: [neoclassical economics, associatedWith, Paul Samuelson]
-
A.
Paul Samuelson
chosen
Paul Samuelson was a pioneering American economist and Nobel laureate whose work helped establish modern economic theory and transform economics into a more rigorous, mathematically grounded discipline.
-
B.
Wassily Leontief
Wassily Leontief was a Nobel Prize–winning economist best known for developing input–output analysis to study the interdependence of sectors in an economy.
-
C.
Lawrence Klein
Lawrence Klein was an American economist and Nobel laureate renowned for his pioneering work in developing econometric models for forecasting economic trends.
-
D.
John Bates Clark
John Bates Clark was an influential American economist of the late 19th and early 20th centuries, known for his work on marginal productivity theory and the distribution of income.
-
E.
Robert Solow
Robert Solow is an American economist and Nobel laureate best known for developing the Solow–Swan growth model, which fundamentally shaped modern theories of economic growth and productivity.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69ab4955111c8190835bf619adec21ff |
completed | March 6, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69abd193fe7881909b08768c44b15049 |
completed | March 7, 2026, 7:19 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af1f9608e48190825417943e8c4559 |
completed | March 9, 2026, 7:29 p.m. |
Created at: March 6, 2026, 9:45 p.m.