Triple
T2631240
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Black–Scholes model |
E59634
|
entity |
| Predicate | developedBy |
P73
|
FINISHED |
| Object |
Myron Scholes
Myron Scholes is a Canadian-American economist and Nobel laureate best known for co-developing the Black–Scholes option pricing model, a foundational tool in modern financial economics.
|
E286150
|
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: Myron Scholes | Statement: [Black–Scholes model, developedBy, Myron Scholes]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Myron Scholes Context triple: [Black–Scholes model, developedBy, Myron Scholes]
-
A.
Fischer Black
Fischer Black was an American economist and financial theorist best known for co-developing the Black–Scholes option pricing model, a foundational tool in modern quantitative finance.
-
B.
Robert C. Merton
Robert C. Merton is an American economist and Nobel laureate renowned for his pioneering work in financial economics and the mathematical modeling of derivatives.
-
C.
James Tobin
James Tobin was an influential American economist and Nobel laureate known for his work on portfolio selection theory, monetary economics, and the proposal of the "Tobin tax" on financial transactions.
-
D.
Eugene Fama
Eugene Fama is an American economist renowned as a leading figure in the Chicago School and a pioneer of modern finance, particularly for his work on efficient markets and asset pricing.
-
E.
David Meriwether
David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
- 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: Myron Scholes Triple: [Black–Scholes model, developedBy, Myron Scholes]
Generated description
Myron Scholes is a Canadian-American economist and Nobel laureate best known for co-developing the Black–Scholes option pricing model, a foundational tool in modern financial economics.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Myron Scholes Target entity description: Myron Scholes is a Canadian-American economist and Nobel laureate best known for co-developing the Black–Scholes option pricing model, a foundational tool in modern financial economics.
-
A.
Fischer Black
Fischer Black was an American economist and financial theorist best known for co-developing the Black–Scholes option pricing model, a foundational tool in modern quantitative finance.
-
B.
Robert C. Merton
Robert C. Merton is an American economist and Nobel laureate renowned for his pioneering work in financial economics and the mathematical modeling of derivatives.
-
C.
James Tobin
James Tobin was an influential American economist and Nobel laureate known for his work on portfolio selection theory, monetary economics, and the proposal of the "Tobin tax" on financial transactions.
-
D.
Eugene Fama
Eugene Fama is an American economist renowned as a leading figure in the Chicago School and a pioneer of modern finance, particularly for his work on efficient markets and asset pricing.
-
E.
David Meriwether
David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
- 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_69ab4ac8596c8190b34997e73d9e991c |
completed | March 6, 2026, 9:44 p.m. |
| NER | Named-entity recognition | batch_69abd8c567408190b94ff047efa4bc06 |
completed | March 7, 2026, 7:50 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af98b93a108190b21f4af3e8c16c2b |
completed | March 10, 2026, 4:06 a.m. |
| NEDg | Description generation | batch_69af99f0fac8819084513685f5bc0c34 |
completed | March 10, 2026, 4:11 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69af9a71a7848190822e4cfe85fce35c |
completed | March 10, 2026, 4:13 a.m. |
Created at: March 6, 2026, 9:50 p.m.