Triple

T12597479
Position Surface form Disambiguated ID Type / Status
Subject classical fourth-order Runge–Kutta method E300768 entity
Predicate isMoreAccurateThan P6027 FINISHED
Object Euler method E54272 NE FINISHED

How this triple was built (3 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: Euler method | Statement: [classical fourth-order Runge–Kutta method, isMoreAccurateThan, Euler method]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Euler method
Context triple: [classical fourth-order Runge–Kutta method, isMoreAccurateThan, Euler method]
  • A. Euler’s method for numerical integration chosen
    Euler’s method for numerical integration is a simple first-order numerical procedure used to approximate solutions to ordinary differential equations by stepping forward in small increments.
  • B. Heun’s method
    Heun’s method is a second-order Runge–Kutta numerical integration technique that improves on Euler’s method by using a predictor-corrector approach to achieve greater accuracy.
  • C. Euler–Maruyama method
    The Euler–Maruyama method is a basic time-stepping scheme for numerically approximating solutions to stochastic differential equations, widely used in simulations of systems with noise such as Langevin dynamics.
  • D. theta-method
    The theta-method is a family of numerical time-stepping schemes for solving ordinary and partial differential equations that unifies explicit, implicit, and Crank–Nicolson methods through a single weighting parameter.
  • E. Newton’s method
    Newton’s method is an iterative numerical technique used to find successively better approximations to the roots of a real-valued function.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: isMoreAccurateThan
Context triple: [classical fourth-order Runge–Kutta method, isMoreAccurateThan, Euler method]
  • A. hasAccuracy
    Indicates that something possesses a specified level or measure of correctness, precision, or exactness in relation to a standard or reference.
  • B. isMoreEfficientThan
    Indicates that one entity performs a task or uses resources in a way that achieves the same or better outcome with less time, effort, or cost than another entity.
  • C. supersededInPrecisionBy chosen
    Indicates that one entity’s level of precision has been replaced or overtaken by another entity’s greater precision.
  • D. accuracyDependsOn
    Indicates that the accuracy of one entity or process is contingent upon, or influenced by, another entity or factor.
  • E. isHeavierThan
    Indicates that one entity has greater weight or mass than another entity.
  • F. None of above.

Provenance (4 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_69d7bdea2ca881908f379526c13b1145 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d9559458dc8190bc4d6e697e99d70e completed April 10, 2026, 7:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69f671926a7c8190a41725cfde7836b1 completed May 2, 2026, 9:50 p.m.
PD Predicate disambiguation batch_69d9541894fc8190a0c3706a414279f0 completed April 10, 2026, 7:48 p.m.
Created at: April 9, 2026, 5:08 p.m.