Natural Language Processing (NLP) MCQ Questions and Answers

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Which NLP technique involves analyzing and generating human-like text or speech by computer programs?

A) Named Entity Recognition B) Text Classification C) Text Generation D) Dependency Parsing

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Answer & Solution

Answer: Option C

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In NLP, what does the acronym "NLG" stand for?

A) Natural Language Generator B) Named Language Grammar C) Natural Language Guidelines D) Named Language Generation

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Answer & Solution

Answer: Option A

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What is the primary purpose of "named entity recognition" (NER) in NLP?

A) To generate random text B) To improve text readability C) To recognize and classify named entities (e.g., names, locations) D) To perform tokenization

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Answer & Solution

Answer: Option C

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Which NLP task involves generating human-like text or speech in response to a given input, often used in chatbots and virtual assistants?

A) Named Entity Recognition B) Sentiment Analysis C) Text Generation D) Dependency Parsing

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Answer & Solution

Answer: Option C

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What is the primary goal of "sentiment analysis" in NLP?

A) To generate random text B) To improve text readability C) To identify the sentiment or emotional tone in text D) To perform tokenization

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Answer & Solution

Answer: Option C

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In NLP, what does the term "semantic analysis" refer to?

A) Analyzing the structure and content of a document B) Analyzing the meaning and relationships between words C) Analyzing the emotional tone of a text D) Analyzing the syntax and grammar of a sentence

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Answer & Solution

Answer: Option B

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Which NLP task involves identifying and analyzing the meaning and relationships between words in a sentence or document?

A) Named Entity Recognition B) Sentiment Analysis C) Semantic Analysis D) Text Classification

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Answer & Solution

Answer: Option C

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What is the primary use of "word embeddings" in NLP?

A) To generate random words B) To improve text readability C) To represent words as numerical vectors D) To perform tokenization

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Answer & Solution

Answer: Option C

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Which NLP technique involves transforming words into numerical vectors, capturing semantic relationships between words?

A) Named Entity Recognition B) Sentiment Analysis C) Semantic Analysis D) Word Embeddings

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Answer & Solution

Answer: Option D

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In NLP, what is the purpose of "syntax parsing"?

A) To generate random text B) To improve text readability C) To analyze the grammatical structure of a sentence D) To perform tokenization

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Answer & Solution

Answer: Option C

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Natural Language Processing (NLP) MCQ Questions and Answers | Data Science MCQs