Triple

T35169317
Position Surface form Disambiguated ID Type / Status
Subject Robbins–Monro algorithm E1015498 entity
Predicate instanceOf P0 FINISHED
Object iterative algorithm C40683 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: iterative algorithm
Context triple: [Robbins–Monro algorithm, instanceOf, iterative algorithm]
  • A. stationary iterative method
    A stationary iterative method is a numerical algorithm for solving linear systems that repeatedly updates an approximate solution using a fixed iteration matrix and rule that do not change between iterations.
  • B. algorithm
    An algorithm is a finite, well-defined sequence of computational steps or rules designed to solve a specific problem or perform a particular task.
  • C. recursive estimator chosen
    A recursive estimator is an algorithm that incrementally updates its estimate of an unknown quantity as new data arrive, using the previous estimate and current observation without reprocessing all past data.
  • D. adaptive learning rate method
    An adaptive learning rate method is an optimization technique that automatically adjusts the step size for each parameter during training based on past gradient information to improve convergence speed and stability.
  • E. approximation
    An approximation is a value, representation, or solution that is close to, but not exactly equal to, a true or ideal quantity, used when exactness is unnecessary or unattainable.
  • 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_69f76ddbfde081908bffc91572368289 completed May 3, 2026, 3:46 p.m.
Created at: May 3, 2026, 4:02 p.m.