Triple
T8825301
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Post-Keynesian economics |
E210000
|
entity |
| Predicate | developedBy |
P73
|
FINISHED |
| Object |
G. L. S. Shackle
G. L. S. Shackle was a British economist and philosopher of uncertainty known for his influential work on expectations, decision-making under uncertainty, and his contributions to Post-Keynesian thought.
|
E785721
|
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: G. L. S. Shackle | Statement: [Post-Keynesian economics, developedBy, G. L. S. Shackle]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: G. L. S. Shackle Context triple: [Post-Keynesian economics, developedBy, G. L. S. Shackle]
-
A.
John R. Hicks
John R. Hicks was a British economist and Nobel laureate renowned for his influential contributions to microeconomic theory, welfare economics, and the development of general equilibrium analysis.
-
B.
James Meade
James Meade was a British economist and Nobel Prize laureate renowned for his influential work on international trade and economic policy.
-
C.
James Meade
James Meade was an American military officer after whom Meade County in Kentucky was named, recognized for his service in the early 19th century.
-
D.
Nicholas Kaldor
Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
-
E.
A. W. Phillips
A. W. Phillips was a New Zealand-born economist best known for formulating the relationship between unemployment and wage/price inflation that became known as the Phillips curve.
- 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: G. L. S. Shackle Triple: [Post-Keynesian economics, developedBy, G. L. S. Shackle]
Generated description
G. L. S. Shackle was a British economist and philosopher of uncertainty known for his influential work on expectations, decision-making under uncertainty, and his contributions to Post-Keynesian thought.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: G. L. S. Shackle Target entity description: G. L. S. Shackle was a British economist and philosopher of uncertainty known for his influential work on expectations, decision-making under uncertainty, and his contributions to Post-Keynesian thought.
-
A.
John R. Hicks
John R. Hicks was a British economist and Nobel laureate renowned for his influential contributions to microeconomic theory, welfare economics, and the development of general equilibrium analysis.
-
B.
James Meade
James Meade was a British economist and Nobel Prize laureate renowned for his influential work on international trade and economic policy.
-
C.
James Meade
James Meade was an American military officer after whom Meade County in Kentucky was named, recognized for his service in the early 19th century.
-
D.
Nicholas Kaldor
Nicholas Kaldor was a prominent 20th-century Hungarian-British economist known for his influential contributions to growth theory, distribution, and economic policy, particularly within the post-Keynesian tradition.
-
E.
A. W. Phillips
A. W. Phillips was a New Zealand-born economist best known for formulating the relationship between unemployment and wage/price inflation that became known as the Phillips curve.
- 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_69d065b11f3c81909c787d365b242d57 |
completed | April 4, 2026, 1:13 a.m. |
| NEDg | Description generation | batch_69d0676ea53c81908b16dfce6810f6b0 |
completed | April 4, 2026, 1:20 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d0684c1a108190bc7fdfdced16e24c |
completed | April 4, 2026, 1:24 a.m. |
Created at: March 30, 2026, 6:46 p.m.