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Which of the following best describes the gating mechanism in a GRU?

easy📝 Conceptual Q2 of 15
NLP - Sequence Models for NLP
Which of the following best describes the gating mechanism in a GRU?
AIt uses reset and update gates to manage memory content
BIt uses max pooling to select important features
CIt applies dropout to prevent overfitting
DIt uses attention weights to focus on words
Step-by-Step Solution
Solution:

  1. Step 1: Recall GRU internal structure

    GRU has two gates: reset gate and update gate to control memory.

  2. Step 2: Differentiate from other mechanisms

    Max pooling and attention are different techniques; dropout is regularization.

  3. Final Answer:

    It uses reset and update gates to manage memory content -> Option A

  4. Quick Check:

    GRU gates = reset + update [OK]
Quick Trick: GRU gates are reset and update, not pooling or attention [OK]
Common Mistakes:
MISTAKES
  • Mixing GRU gates with attention mechanisms
  • Confusing dropout with gating
  • Thinking max pooling is part of GRU

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