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NLP midterm Questions and Answers Scored A+ 2024 $13.49   Add to cart

Exam (elaborations)

NLP midterm Questions and Answers Scored A+ 2024

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Exam of 2 pages for the course NLP at NLP (NLP midterm)

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  • October 31, 2024
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  • 2024/2025
  • Exam (elaborations)
  • Questions & answers
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NLP midterm

What is the high-level goal of NLP? - answer The high-level goal of NLP is to program
computers to perform useful tasks involving human language.

word type - answer distinct words in a corpus (unique words)

word token - answer a specific instance of a word type in a corpus

tokenization - answer separating tokens from the raw text

n-gram - answer contiguous sequence of n words

morpheme - answer the smallest meaning-bearing unit of a word

stem - answer the central morpheme of a word; provides the main meaning for the word

lemma - answer the base form under which the word is entered in the dictionary (ex: is -
> to be)

Why is it problematic to only count tokens as "words" separated by spaces and
containing only letters (A-Z)? - answer If we use this approach, we will miss many
valuable tokens, including numbers.

Why is it advantageous to tokenize via subworlds? - answer Because this approach
allows us to identify that "dog" and "dogs" have similar meanings. We can infer the
meanings of out-of-vocabulary words if we have words in the vocabulary with shared
subworlds.

When your computer encodes characters using UTF-8, what is it doing? - answer
Variable length encoding, or representing each Unicode codepoint as 1-4 bytes.

Accuracy - answertp + tn / (tp + fp + tn + fn)

Precision - answertp / tp + fp

Recall - answertp / tp + fn

F1 score - answer

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