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Sikta Roy
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What is the Bag of Words approach in NLP? Discuss Pragmatic Ambiguity and its implications in NLP.

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Define text summarization and its role in natural language processing.

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Describe Dependency Parsing in the context of NLP.

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What is the use of Naive Bayes algorithm and its application in NLP?

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Sikta Roy
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What does information extraction entail in natural language processing? Which NLP tools are considered the most effective?

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Sikta Roy
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What are the strengths and weaknesses associated with CBOW and Skip-gram models in word embedding tasks?

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Sikta Roy
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Describe the CBOW model and its underlying logic in generating word embeddings.

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Sikta Roy
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Could you provide an overview of the Skip-gram model and its rationale behind generating word embeddings?

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How does TF-IDF based ranking function in information retrieval, and what is its significance?

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Sikta Roy
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What are the similarities and differences between stemming and lemmatization in text processing?

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