Pass the actual test with the help of H13-321_V2.5 study guide
Updated: Jun 20, 2026
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1. Maximum likelihood estimation (MLE) requires knowledge of the sample data's distribution type.
A) TRUE
B) FALSE
2. What are the advantages of deep learning-based speech recognition algorithms?
A) End-to-end task processing
B) No data training
C) Forced alignment of annotated data
D) Automated feature extraction
3. The natural language processing field usually uses distributed semantic representation to represent words.
Each word is no longer a completely orthogonal 0-1 vector, but a point in a multi-dimensional real number space, which is specifically represented as a real number vector.
A) TRUE
B) FALSE
4. Which of the following are the impacts of the development of large models?
A) Data privacy and security issues will be exacerbated
B) Large models will completely replace small and domain-specific models
C) Model pre-training costs will be reduced
D) The accuracy and efficiency of natural language processing tasks will improve
5. In natural language processing tasks, word vector evaluation is an important aspect for measuring the performance of a word embedding model. Which of the following statements about word vector evaluation are true?
A) The word analogy task evaluates the capability of word vectors in capturing semantic relationships between words, for example, by determining whether "king - man + woman = ?" is close to "queen".
B) Word similarity tasks typically employ manually labeled datasets to evaluate word vectors, compute the cosine similarity between word vectors, and compare it with the manual labeling result.
C) Extrinsic evaluation is the main method used for evaluating word vectors because it directly reflects the performance of word vectors in real-world application tasks.
D) Word vector evaluation can be performed through intrinsic evaluation. Common methods include word similarity tasks and word analogy tasks.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A,D | Question # 3 Answer: A | Question # 4 Answer: A,D | Question # 5 Answer: A,B,D |
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