📚 Learning Guide
Transformer Architecture
hard

Which of the following statements correctly describe the advantages of the Transformer architecture? Select all that apply.

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Choose the Best Answer

A

Transformers eliminate the need for recurrent layers, allowing for parallel processing.

B

The Transformer architecture requires convolutional layers to effectively handle sequence data.

C

Attention mechanisms enable Transformers to focus on relevant parts of the input sequence, improving context understanding.

D

The architecture's design allows for faster training times compared to traditional RNNs.

E

Transformers are less effective in handling long-range dependencies in sequences.

Understanding the Answer

Let's break down why this is correct

Answer

Transformers allow many words to be processed at once, so training can be much faster than with older recurrent models. Their self‑attention mechanism lets the model look at every other word in a sentence, making it easy to capture long‑distance relationships. Because the operations are mostly matrix multiplications, the architecture fits well on modern GPUs and can be scaled to huge data sets. These features give Transformers better speed, better handling of long‑range context, and easier parallel computing. For example, a transformer can read an entire paragraph in one pass, while a traditional RNN would read it word by word.

Detailed Explanation

Transformers replace recurrent layers with self‑attention, so many parts of the input can be processed together. Other options are incorrect because Some people think transformers need convolutional layers to handle sequences; Another misconception is that transformers struggle with long‑range dependencies.

Key Concepts

Transformer Architecture
Attention Mechanisms
Machine Translation
Topic

Transformer Architecture

Difficulty

hard level question

Cognitive Level

understand

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