Triple
T12021195
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Myron Scholes |
E286150
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object |
Long-Term Capital Management
Long-Term Capital Management was a highly leveraged hedge fund founded in the 1990s that became infamous for its near-collapse in 1998, which threatened global financial stability and led to a major Federal Reserve–brokered bailout.
|
E959597
|
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: Long-Term Capital Management | Statement: [Myron Scholes, employer, Long-Term Capital Management]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Long-Term Capital Management Context triple: [Myron Scholes, employer, Long-Term Capital Management]
-
A.
Triumph of the Market
Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
-
B.
Liar's Poker
Liar's Poker is a bestselling non-fiction book by Michael Lewis that chronicles his experiences on Wall Street in the 1980s, offering an insider’s look at the excesses and culture of investment banking.
-
C.
The Alchemy of Finance
The Alchemy of Finance is a seminal book by investor George Soros that outlines his theory of reflexivity in markets and its implications for financial speculation and economic cycles.
-
D.
Barbarians at the Gate: The Fall of RJR Nabisco
"Barbarians at the Gate: The Fall of RJR Nabisco" is a bestselling non-fiction book that chronicles the dramatic leveraged buyout battle for RJR Nabisco in the late 1980s, illustrating the excesses and power struggles of Wall Street during that era.
-
E.
Irrational Exuberance
Irrational Exuberance is an influential book by economist Robert J. Shiller that analyzes speculative bubbles in financial markets and warns about the psychological and structural factors driving asset price overvaluation.
- 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: Long-Term Capital Management Triple: [Myron Scholes, employer, Long-Term Capital Management]
Generated description
Long-Term Capital Management was a highly leveraged hedge fund founded in the 1990s that became infamous for its near-collapse in 1998, which threatened global financial stability and led to a major Federal Reserve–brokered bailout.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Long-Term Capital Management Target entity description: Long-Term Capital Management was a highly leveraged hedge fund founded in the 1990s that became infamous for its near-collapse in 1998, which threatened global financial stability and led to a major Federal Reserve–brokered bailout.
-
A.
Triumph of the Market
Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
-
B.
Liar's Poker
Liar's Poker is a bestselling non-fiction book by Michael Lewis that chronicles his experiences on Wall Street in the 1980s, offering an insider’s look at the excesses and culture of investment banking.
-
C.
The Alchemy of Finance
The Alchemy of Finance is a seminal book by investor George Soros that outlines his theory of reflexivity in markets and its implications for financial speculation and economic cycles.
-
D.
Barbarians at the Gate: The Fall of RJR Nabisco
"Barbarians at the Gate: The Fall of RJR Nabisco" is a bestselling non-fiction book that chronicles the dramatic leveraged buyout battle for RJR Nabisco in the late 1980s, illustrating the excesses and power struggles of Wall Street during that era.
-
E.
Irrational Exuberance
Irrational Exuberance is an influential book by economist Robert J. Shiller that analyzes speculative bubbles in financial markets and warns about the psychological and structural factors driving asset price overvaluation.
- 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_69d6ab45a368819084fce08bf0dc3705 |
completed | April 8, 2026, 7:23 p.m. |
| NER | Named-entity recognition | batch_69d903ed15408190afc21afd57d6a737 |
completed | April 10, 2026, 2:06 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f48b62cad8819092beb72c604a4762 |
completed | May 1, 2026, 11:15 a.m. |
| NEDg | Description generation | batch_69f48fc7a8848190a06b34cc45db4789 |
completed | May 1, 2026, 11:34 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f495f069c48190a6e5856c272420c0 |
completed | May 1, 2026, noon |
Created at: April 8, 2026, 9:47 p.m.