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NVIDIA-Certified Associate: Generative AI LLMs NCA-GENL

100 real NVIDIA NCA-GENL questions with answers checked by certified engineers. Start free, upgrade when you are ready.

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Questions
100
Exam code
NCA-GENL
Last updated
Sep 7, 2026
Language
English
Certification
NVIDIA-Certified Associate: Generative AI LLMs
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NCA-GENL sample questions

2 questions from the NCA-GENL practice set, with the answer and explanation.

  1. Question 1
    Which transformer component lets each token weigh the relevance of every other token in the sequence when building its representation?
    • A.
      Self-attention
    • B.
      Positional embedding
    • C.
      Layer normalization
    • D.
      Feed-forward network
    Show answer

    Correct answer:

    • A.
      Self-attention

    Explanation

    Self-attention computes query, key and value projections so each token can attend to all others and mix their information by learned relevance weights. Positional embedding is tempting because it also operates on the whole sequence, but it only injects order information and does not weigh relevance between tokens.
  2. Question 2
    Decoder-only models such as GPT are trained to predict the next token given the tokens that precede it.
    • A.
      True
    • B.
      False
    Show answer

    Correct answer:

    • A.
      True

    Explanation

    Decoder-only language models use causal masking so each position attends only to earlier positions, and the training objective is next-token prediction. Masked language modeling is the objective usually confused with this, since it is the one BERT-style encoders are trained with.
Exam detail

About NVIDIA NCA-GENL

Related Practice Questions

We help aspirants prepare for the NVIDIA certification exam without spending money on preparation materials. Many candidates download the NCA-GENL NVIDIA-Certified Associate: Generative AI LLMs practice questions PDF here. You can easily download NVIDIA NCA-GENL PDF practice questions for free. If you have any questions about the exam product, you can view the comments. You can also publish comments about NCA-GENL exam questions in PDF format.
FAQ

NCA-GENL FAQ

What is the NVIDIA NCA-GENL exam?

NCA-GENL is the NVIDIA-Certified Associate: Generative AI LLMs exam. The exam runs for 60 minutes.

How many questions are in the NCA-GENL practice set?

The full NCA-GENL practice set has 100 questions with answers.

Can I try NCA-GENL practice questions for free?

Yes. This page has 2 free NCA-GENL PDF files shared by other candidates, and a free online test engine where you can answer NCA-GENL questions in your browser. No account is needed.

What formats are the NCA-GENL practice questions available in?

NCA-GENL practice questions are available in these formats: PDF and Online Practice Exam. You can also get them together in a bundle.

How much does NCA-GENL practice material cost?

NCA-GENL practice material starts from $49 USD.

Are these the actual NCA-GENL exam questions?

No. They are exam-style practice questions written from the official NCA-GENL exam objectives, not actual exam content.

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