Triple

T25725542
Position Surface form Disambiguated ID Type / Status
Subject Milstein method E645106 entity
Predicate instanceOf P0 FINISHED
Object numerical scheme for stochastic differential equations C7231 CONCEPT FINISHED

How this triple was built (1 step)

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.

CD Concept disambiguation gpt-5-mini-2025-08-07
Target class: numerical scheme for stochastic differential equations
Context triple: [Milstein method, instanceOf, numerical scheme for stochastic differential equations]
  • A. numerical integration method for ordinary differential equations
    A numerical integration method for ordinary differential equations is an algorithmic procedure that approximates the solution of an ODE over discrete steps by iteratively updating the dependent variable using information about its derivative.
  • B. shock-capturing scheme
    A shock-capturing scheme is a numerical method for solving hyperbolic partial differential equations that automatically resolves shock waves and discontinuities without explicitly tracking their locations, typically using conservative formulations and nonlinear limiters.
  • C. time-stepping scheme chosen
    A time-stepping scheme is a numerical method that advances the solution of time-dependent equations from one discrete time level to the next.
  • D. stochastic process
    A stochastic process is a collection of random variables indexed by time or space that describes the evolution of a system subject to inherent randomness.
  • E. method in differential equations
    A method in differential equations is a systematic procedure or algorithm used to find exact or approximate solutions to equations involving unknown functions and their derivatives.
  • F. None of above.

Provenance (1 batch)

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_69e77e8476fc8190bd5e9d05b89fad0a completed April 21, 2026, 1:41 p.m.
Created at: April 21, 2026, 10:23 p.m.