What are the different types of text summarization?
There are mainly two types of text summarization: extractive and abstractive. Extractive summarization selects key sentences from the text, while abstractive summarization generates new sentences to convey the main ideas.
Can you give me examples of each type?
Sure! For extractive summarization, a tool might highlight sentences like 'The cat sat on the mat.' For abstractive summarization, it might rephrase it as 'A cat is resting on a mat.'
Which one is more effective?
It depends on the context. Extractive summarization is often more accurate, while abstractive can provide more coherent summaries.
Are there any tools that I can use for these types?
Yes, there are several tools available, such as Gensim for extractive summarization and OpenAI's GPT models for abstractive summarization.
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