Triple

T7874839
Position Surface form Disambiguated ID Type / Status
Subject Layer Normalization E182824 entity
Predicate instanceOf P0 FINISHED
Object neural network normalization technique C23071 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: neural network normalization technique
Context triple: [Layer Normalization, instanceOf, neural network normalization technique]
  • A. normalization agreement
    A normalization agreement is a formal contract between parties that establishes standardized terms, conditions, and procedures to ensure consistent, uniform handling of specific processes, data, or interactions.
  • B. natural language processing technique
    A natural language processing technique is a computational method or algorithm designed to enable computers to understand, interpret, generate, or manipulate human language in a meaningful way.
  • C. activation function
    An activation function is a mathematical operation applied to a neuron's input in a neural network to introduce non-linearity and determine the neuron's output signal.
  • 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. neuroscience technique
    A neuroscience technique is a method or tool used to measure, manipulate, or model the structure and function of the nervous system to understand how it underlies behavior and cognition.
  • F. None of above. chosen

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_69ca828a17248190b46defe758bc5ad3 completed March 30, 2026, 2:02 p.m.
Created at: March 30, 2026, 4:56 p.m.