Triple
T81021
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Thomas Malthus |
E1626
|
entity |
| Predicate | influenced |
P9
|
FINISHED |
| Object |
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.
|
E9529
|
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: David Ricardo | Statement: [Thomas Malthus, influenced, David Ricardo]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: David Ricardo Context triple: [Thomas Malthus, influenced, David Ricardo]
-
A.
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.
-
B.
Thomas Malthus
Thomas Malthus was an English economist and demographer best known for his theory that population growth tends to outpace food production, leading to inevitable checks such as famine and disease.
-
C.
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.
-
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.
John Stuart Mill
John Stuart Mill was a 19th-century British philosopher and political economist known for his influential works on utilitarianism, liberty, and liberal democratic theory.
- 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: David Ricardo Triple: [Thomas Malthus, influenced, David Ricardo]
Generated description
David Ricardo was a prominent 19th-century British political economist known for his theories of comparative advantage, rent, and distribution in classical economics.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: David Ricardo Target entity description: David Ricardo was a prominent 19th-century British political economist known for his theories of comparative advantage, rent, and distribution in classical economics.
-
A.
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.
-
B.
Thomas Malthus
Thomas Malthus was an English economist and demographer best known for his theory that population growth tends to outpace food production, leading to inevitable checks such as famine and disease.
-
C.
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.
-
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.
John Stuart Mill
John Stuart Mill was a 19th-century British philosopher and political economist known for his influential works on utilitarianism, liberty, and liberal democratic theory.
- 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_69a24c60d19c8190a1b6c105ca59ef5b |
completed | Feb. 28, 2026, 2:01 a.m. |
| NER | Named-entity recognition | batch_69a24f354d088190972791051d2d99f8 |
completed | Feb. 28, 2026, 2:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a266ea53f48190a0a09700697ffd45 |
completed | Feb. 28, 2026, 3:54 a.m. |
| NEDg | Description generation | batch_69a26ada5f908190afcc754be9fffd07 |
completed | Feb. 28, 2026, 4:11 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a26b668a948190811c208dae793975 |
completed | Feb. 28, 2026, 4:13 a.m. |
Created at: Feb. 28, 2026, 2:06 a.m.