What are some examples of context in NLP?
Context in NLP refers to the surrounding information that helps interpret meaning. For example, the word 'bank' can mean a financial institution or the side of a river, depending on the context.
Can you give me more specific examples?
Sure! In sentiment analysis, the context of a sentence like 'I love this movie!' indicates a positive sentiment, while 'I love this movie, but...' suggests a negative sentiment due to the contrasting conjunction.
How does context improve chatbot responses?
Context helps chatbots understand user intent better, allowing them to provide more relevant and accurate responses based on previous interactions.
What techniques are used to capture context in NLP?
Techniques like word embeddings, attention mechanisms, and context-aware models like BERT are commonly used to capture and utilize context in NLP.
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