Triple

T2631271
Position Surface form Disambiguated ID Type / Status
Subject Black–Scholes model E59634 entity
Predicate relatedTo P37 FINISHED
Object Black–Scholes formula
The Black–Scholes formula is a mathematical expression used in financial economics to calculate the theoretical price of European-style options based on factors such as the underlying asset price, strike price, time to expiration, volatility, and risk-free interest rate.
E59634 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: Black–Scholes formula | Statement: [Black–Scholes model, relatedTo, Black–Scholes formula]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Black–Scholes formula
Context triple: [Black–Scholes model, relatedTo, Black–Scholes formula]
  • A. Black–Scholes model
    The Black–Scholes model is a fundamental mathematical framework in financial economics for pricing options and other derivatives by modeling asset prices as stochastic processes.
  • B. Itô’s lemma
    Itô’s lemma is a fundamental result in stochastic calculus that generalizes the chain rule to functions of stochastic processes, especially Brownian motion.
  • C. Feynman–Kac formula
    The Feynman–Kac formula is a fundamental result connecting solutions of certain partial differential equations with expectations over stochastic processes, forming a bridge between quantum mechanics, probability theory, and mathematical finance.
  • D. Clark–Ocone formula
    The Clark–Ocone formula is a key result in stochastic calculus and Malliavin calculus that provides an explicit integral representation of square-integrable random variables with respect to Brownian motion.
  • E. Snell envelope
    The Snell envelope is a stochastic process that represents the smallest supermartingale dominating a given process and is fundamental in optimal stopping theory and the valuation of American-style options.
  • 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: Black–Scholes formula
Triple: [Black–Scholes model, relatedTo, Black–Scholes formula]
Generated description
The Black–Scholes formula is a mathematical expression used in financial economics to calculate the theoretical price of European-style options based on factors such as the underlying asset price, strike price, time to expiration, volatility, and risk-free interest rate.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Black–Scholes formula
Target entity description: The Black–Scholes formula is a mathematical expression used in financial economics to calculate the theoretical price of European-style options based on factors such as the underlying asset price, strike price, time to expiration, volatility, and risk-free interest rate.
  • A. Black–Scholes model chosen
    The Black–Scholes model is a fundamental mathematical framework in financial economics for pricing options and other derivatives by modeling asset prices as stochastic processes.
  • B. Itô’s lemma
    Itô’s lemma is a fundamental result in stochastic calculus that generalizes the chain rule to functions of stochastic processes, especially Brownian motion.
  • C. Feynman–Kac formula
    The Feynman–Kac formula is a fundamental result connecting solutions of certain partial differential equations with expectations over stochastic processes, forming a bridge between quantum mechanics, probability theory, and mathematical finance.
  • D. Clark–Ocone formula
    The Clark–Ocone formula is a key result in stochastic calculus and Malliavin calculus that provides an explicit integral representation of square-integrable random variables with respect to Brownian motion.
  • E. Snell envelope
    The Snell envelope is a stochastic process that represents the smallest supermartingale dominating a given process and is fundamental in optimal stopping theory and the valuation of American-style options.
  • F. None of above.

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_69abd8c6e540819087c7f92432b27b0f 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.