What is the importance of context in natural language processing?
An example of an AI chatbot conversation about the significance of context in NLP.
What is the importance of context in natural language processing?
Context is crucial in NLP as it helps in understanding the meaning behind words, phrases, and sentences.
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 improve machine learning models?
Context allows models to disambiguate meanings and make more accurate predictions by considering surrounding information.
What techniques are used to incorporate context in NLP?
Techniques like word embeddings, attention mechanisms, and transformer models help incorporate context effectively.
Why is context important for chatbots?
Context helps chatbots provide relevant responses, understand user intent, and maintain coherent conversations.
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