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.