Triple

T14168726
Position Surface form Disambiguated ID Type / Status
Subject Itô isometry E351146 entity
Predicate relatedTo P37 FINISHED
Object Burkholder–Davis–Gundy inequalities
The Burkholder–Davis–Gundy inequalities are fundamental results in stochastic analysis that provide two-sided bounds relating the moments of martingales to the moments of their quadratic variation.
E1082884 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: Burkholder–Davis–Gundy inequalities | Statement: [Itô isometry, relatedTo, Burkholder–Davis–Gundy inequalities]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Burkholder–Davis–Gundy inequalities
Context triple: [Itô isometry, relatedTo, Burkholder–Davis–Gundy inequalities]
  • A. Doob’s maximal inequalities
    Doob’s maximal inequalities are fundamental results in probability theory that provide bounds on the maximum value of a martingale or submartingale in terms of its expected terminal value, playing a key role in convergence and limit theorems.
  • B. 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.
  • C. G-Brownian motion
    G-Brownian motion is a generalization of classical Brownian motion developed within the framework of sublinear expectations to model uncertainty in volatility.
  • D. 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.
  • E. Lyons' rough path theory
    Lyons' rough path theory is a mathematical framework that extends classical calculus to analyze and solve differential equations driven by highly irregular signals, such as paths with low regularity or stochastic processes like Brownian motion.
  • 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: Burkholder–Davis–Gundy inequalities
Triple: [Itô isometry, relatedTo, Burkholder–Davis–Gundy inequalities]
Generated description
The Burkholder–Davis–Gundy inequalities are fundamental results in stochastic analysis that provide two-sided bounds relating the moments of martingales to the moments of their quadratic variation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Burkholder–Davis–Gundy inequalities
Target entity description: The Burkholder–Davis–Gundy inequalities are fundamental results in stochastic analysis that provide two-sided bounds relating the moments of martingales to the moments of their quadratic variation.
  • A. Doob’s maximal inequalities
    Doob’s maximal inequalities are fundamental results in probability theory that provide bounds on the maximum value of a martingale or submartingale in terms of its expected terminal value, playing a key role in convergence and limit theorems.
  • B. 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.
  • C. G-Brownian motion
    G-Brownian motion is a generalization of classical Brownian motion developed within the framework of sublinear expectations to model uncertainty in volatility.
  • D. 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.
  • E. Lyons' rough path theory
    Lyons' rough path theory is a mathematical framework that extends classical calculus to analyze and solve differential equations driven by highly irregular signals, such as paths with low regularity or stochastic processes like Brownian motion.
  • 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_69d8278775fc8190b0802d22ca2f495d completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de61b472288190b4a271daa54aa6cd completed April 14, 2026, 3:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69fcf7f779248190921c85f99f587296 completed May 7, 2026, 8:37 p.m.
NEDg Description generation batch_69fcf8bb58ac81908e66156a805edda8 completed May 7, 2026, 8:40 p.m.
NED2 Entity disambiguation (via description) batch_69fcf93b528c81908c0ee11908d25574 completed May 7, 2026, 8:42 p.m.
Created at: April 10, 2026, 1 a.m.