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Word Level Analysis Techniques in NLP

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@Dr Isakki Alias Devi
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Questions and Answers

What is the purpose of using N-grams in natural language processing?

To predict the next word in a sequence based on previous words

What is the purpose of the backoff technique in language modeling?

To handle cases where the most probable output is incorrect

Which of the following is NOT a common component involved in word-level analysis?

Sentiment analysis

What is the purpose of phonetic hashing in word-level analysis?

<p>To group words with similar pronunciations together</p> Signup and view all the answers

How is TF-IDF used in word-level analysis?

<p>To measure the importance of a word in a document within a collection of documents</p> Signup and view all the answers

What is the primary purpose of Part-of-Speech (POS) tagging in natural language processing?

<p>Assigning grammatical tags to words based on their roles</p> Signup and view all the answers

How does phonetic hashing contribute to improving search accuracy in speech recognition systems?

<p>By ensuring consistent results for similar sound variations</p> Signup and view all the answers

In natural language processing, what does TF-IDF measure for a word in a document?

<p>How unique a word is across all documents</p> Signup and view all the answers

What role does backoff play in N-grams?

<p>Handling rare or misformed inputs in the system</p> Signup and view all the answers

How does part-of-speech tagging contribute to downstream tasks like question answering in natural language processing?

<p>By assigning grammatical tags to words for semantic understanding</p> Signup and view all the answers

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