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Huawei H13-321_V2.5 exam : HCIP-AI-EI Developer V2.5

H13-321_V2.5 Exam Questions
  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Jul 05, 2026
  • Q & A: 62 Questions and Answers
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Huawei HCIP-AI-EI Developer V2.5 Sample Questions:

1. The attention mechanism in foundation model architectures allows the model to focus on specific parts of the input data. Which of the following steps are key components of a standard attention mechanism?

A) Calculate the dot product similarity between the query and key vectors to obtain attention scores.
B) Normalize the attention scores to obtain attention weights.
C) Compute the weighted sum of the value vectors using the attention weights.
D) Apply a non-linear mapping to the result obtained after the weighted summation.


2. John wants to deploy a large model locally to implement the Q&A assistant function for his company. Which of the following factors is unnecessary for John to consider?

A) Model security
B) Output delay
C) Demand for computing power
D) Model development framework


3. Which of the following statements about the levels of natural language understanding are true?

A) Semantic analysis is to analyze the structure of sentences and phrases to find out the relationship between words and phrases, as well as their functions in sentences.
B) Pragmatic analysis is to study the influence of the language's external environment on the language users.
C) Speech analysis involves distinguishing independent phonemes from a speech stream based on phoneme rules, and then identifying syllables and their lexemes or words according to the phoneme form rules.
D) Lexical analysis is to find the lexemes of a word and obtain linguistic information from them.
E) Syntactic analysis is to find out the meaning of words, structural meaning, their combined meaning, so as to determine the true meaning or concept expressed by a language.


4. Which of the following is not an algorithm for training word vectors?

A) FastText
B) BERT
C) TextCNN
D) Word2Vec


5. -------- is a text representation method based on the bag of words (BoW) model. It decomposes words into subwords and then adds the vector representations of the subwords to obtain word vectors, fully utilizing character N-gram information. (Fill in the blank.)


Solutions:

Question # 1
Answer: A,B,C
Question # 2
Answer: D
Question # 3
Answer: B,C,D
Question # 4
Answer: C
Question # 5
Answer: Only visible for members

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