Triple
T235405
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Cambridge Arts Theatre |
E4498
|
entity |
| Predicate | foundedBy |
P104
|
FINISHED |
| Object | John Maynard Keynes |
E1729
|
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: John Maynard Keynes | Statement: [Cambridge Arts Theatre, foundedBy, John Maynard Keynes]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: John Maynard Keynes Context triple: [Cambridge Arts Theatre, foundedBy, John Maynard Keynes]
-
A.
John Maynard Keynes
chosen
John Maynard Keynes was a British economist whose revolutionary ideas about government intervention in the economy profoundly shaped modern macroeconomics and policies adopted during and after the Great Depression.
-
B.
Friedrich Hayek
Friedrich Hayek was an Austrian-British economist and political philosopher known for his defense of classical liberalism, free-market capitalism, and critiques of central economic planning.
-
C.
Alfred Marshall
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.
-
D.
Milton Friedman
Milton Friedman was a prominent American economist and Nobel laureate known for his advocacy of free-market capitalism, monetarism, and limited government intervention in the economy.
-
E.
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.
- 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_69a257363ffc81909757bde7ab3404da |
completed | Feb. 28, 2026, 2:47 a.m. |
| NER | Named-entity recognition | batch_69a25cc9ab2c81909af278a07f86aa1e |
completed | Feb. 28, 2026, 3:11 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a36478ebcc8190b95419be9bc6bba3 |
completed | Feb. 28, 2026, 9:56 p.m. |
Created at: Feb. 28, 2026, 2:53 a.m.