What is the role of context in natural language processing?
An example of an AI chatbot conversation about the importance of context in NLP.
What is the role of context in natural language processing?
Context in NLP helps in understanding the meaning of words based on surrounding text, improving accuracy.
Can you give an example of how context changes meaning?
Sure! The word 'bank' can mean a financial institution or the side of a river, depending on the context.
How does context affect sentiment analysis?
Context helps determine whether a statement is positive or negative, as words can have different sentiments based on usage.
What techniques are used to incorporate context in NLP models?
Techniques like word embeddings, attention mechanisms, and transformer models are commonly used to incorporate context.
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