Triple
T85982
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John Maynard Keynes |
E1729
|
entity |
| Predicate | influencedBy |
P9
|
FINISHED |
| Object |
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.
|
E12456
|
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: Alfred Marshall | Statement: [John Maynard Keynes, influencedBy, Alfred Marshall]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Alfred Marshall Context triple: [John Maynard Keynes, influencedBy, Alfred Marshall]
-
A.
David Ricardo
David Ricardo was a prominent 19th-century British political economist known for his theories of comparative advantage, rent, and distribution in classical economics.
-
B.
John Maynard Keynes
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.
-
C.
Adam Smith
Adam Smith was an 18th-century Scottish economist and philosopher best known as the author of "The Wealth of Nations" and a foundational figure in classical economics.
-
D.
William Graham Sumner
William Graham Sumner was an influential American sociologist and classical liberal thinker known for his defense of laissez-faire economics and his association with Social Darwinist ideas in the late 19th and early 20th centuries.
-
E.
Ludwig von Mises
Ludwig von Mises was an Austrian School economist and social philosopher known for his work on praxeology, economic calculation, and critiques of socialism and government intervention.
- 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: Alfred Marshall Triple: [John Maynard Keynes, influencedBy, Alfred Marshall]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Alfred Marshall Target entity description: 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.
-
A.
David Ricardo
David Ricardo was a prominent 19th-century British political economist known for his theories of comparative advantage, rent, and distribution in classical economics.
-
B.
John Maynard Keynes
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.
-
C.
Adam Smith
Adam Smith was an 18th-century Scottish economist and philosopher best known as the author of "The Wealth of Nations" and a foundational figure in classical economics.
-
D.
William Graham Sumner
William Graham Sumner was an influential American sociologist and classical liberal thinker known for his defense of laissez-faire economics and his association with Social Darwinist ideas in the late 19th and early 20th centuries.
-
E.
Ludwig von Mises
Ludwig von Mises was an Austrian School economist and social philosopher known for his work on praxeology, economic calculation, and critiques of socialism and government intervention.
- 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_69a24c8150408190910a693eb51c1f71 |
completed | Feb. 28, 2026, 2:01 a.m. |
| NER | Named-entity recognition | batch_69a24f4fa22c819096152bb577e11fa6 |
completed | Feb. 28, 2026, 2:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a284fd52f08190b264937658192e79 |
completed | Feb. 28, 2026, 6:02 a.m. |
| NEDg | Description generation | batch_69a289412840819099a731a601d923e2 |
completed | Feb. 28, 2026, 6:20 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a2900e6b908190b048ab21595172a5 |
completed | Feb. 28, 2026, 6:49 a.m. |
Created at: Feb. 28, 2026, 2:06 a.m.