Triple
T2493910
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | neoclassical economics |
E52109
|
entity |
| Predicate | associatedWith |
P37
|
FINISHED |
| Object | Alfred Marshall |
E12456
|
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: Alfred Marshall | Statement: [neoclassical economics, associatedWith, Alfred Marshall]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Alfred Marshall Context triple: [neoclassical economics, associatedWith, Alfred Marshall]
-
A.
Alfred Marshall
chosen
Alfred Marshall was a pioneering British economist whose work helped found neoclassical economics and shaped generations of economic thought, including that of John Maynard Keynes.
-
B.
Lionel Robbins
Lionel Robbins was a prominent 20th-century British economist best known for his influential work on the nature and definition of economics and his role in shaping economic thought at the London School of Economics.
-
C.
Arthur Cecil Pigou
Arthur Cecil Pigou was a British economist known for his foundational work in welfare economics and the theory of externalities, which strongly shaped modern public economics.
-
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.
William Stanley Jevons
William Stanley Jevons was a 19th-century English economist and logician known as a founder of the marginal revolution in economics and for his work on utility theory and the theory of value.
- 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_69af2b8429388190a2d1b1610511ea75 |
completed | March 9, 2026, 8:20 p.m. |
Created at: March 6, 2026, 9:45 p.m.