Triple
T1259065
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Alfred Marshall |
E12456
|
entity |
| Predicate | influencedBy |
P9
|
FINISHED |
| Object |
Leon Walras
Leon Walras was a 19th-century French economist best known for founding the theory of general equilibrium and helping establish neoclassical economics.
|
E143174
|
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: Leon Walras | Statement: [Alfred Marshall, influencedBy, Leon Walras]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Leon Walras Context triple: [Alfred Marshall, influencedBy, Leon Walras]
-
A.
Eugen von Böhm-Bawerk
Eugen von Böhm-Bawerk was an Austrian economist renowned for his influential work on capital and interest theory and as a leading figure of the Austrian School of economics.
-
B.
Friedrich von Wieser
Friedrich von Wieser was an Austrian economist of the Austrian School known for his work on marginal utility, opportunity cost, and the theory of imputation.
-
C.
Vilfredo Pareto
Vilfredo Pareto was an Italian economist and sociologist best known for his work on income distribution, the 80/20 principle (Pareto principle), and elite theory in social and political analysis.
-
D.
Carl Menger
Carl Menger was an Austrian economist and founder of the Austrian School, best known for developing the theory of marginal utility and subjective value.
-
E.
Irving Fisher
Irving Fisher was an influential American economist and statistician known for his pioneering work in interest theory, capital theory, and the development of modern economic and econometric analysis.
- 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: Leon Walras Triple: [Alfred Marshall, influencedBy, Leon Walras]
Generated description
Leon Walras was a 19th-century French economist best known for founding the theory of general equilibrium and helping establish neoclassical economics.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Leon Walras Target entity description: Leon Walras was a 19th-century French economist best known for founding the theory of general equilibrium and helping establish neoclassical economics.
-
A.
Eugen von Böhm-Bawerk
Eugen von Böhm-Bawerk was an Austrian economist renowned for his influential work on capital and interest theory and as a leading figure of the Austrian School of economics.
-
B.
Friedrich von Wieser
Friedrich von Wieser was an Austrian economist of the Austrian School known for his work on marginal utility, opportunity cost, and the theory of imputation.
-
C.
Vilfredo Pareto
Vilfredo Pareto was an Italian economist and sociologist best known for his work on income distribution, the 80/20 principle (Pareto principle), and elite theory in social and political analysis.
-
D.
Carl Menger
Carl Menger was an Austrian economist and founder of the Austrian School, best known for developing the theory of marginal utility and subjective value.
-
E.
Irving Fisher
Irving Fisher was an influential American economist and statistician known for his pioneering work in interest theory, capital theory, and the development of modern economic and econometric analysis.
- 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_69a4933352e08190ac617291985e76c0 |
completed | March 1, 2026, 7:27 p.m. |
| NER | Named-entity recognition | batch_69a4bfc3a2848190891e73b351019d5b |
completed | March 1, 2026, 10:37 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac93cdba808190b7d164bb98efe3dc |
completed | March 7, 2026, 9:08 p.m. |
| NEDg | Description generation | batch_69ac94c0e6548190a2d40e3ac1a279ce |
completed | March 7, 2026, 9:12 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac9531c2f08190b570fcb7b035ea87 |
completed | March 7, 2026, 9:14 p.m. |
Created at: March 1, 2026, 7:50 p.m.