What are the main challenges in summarization techniques?
Some key challenges include maintaining context, handling ambiguity, and ensuring coherence in the summary.
Can you explain how context affects summarization?
Context is crucial as it helps the summarization model understand the relevance of information and avoid misinterpretation.
What techniques are used to overcome these challenges?
Techniques like extractive summarization, abstractive summarization, and using advanced NLP models help address these challenges.
Are there specific applications where summarization is particularly difficult?
Yes, summarization in legal documents, scientific papers, and news articles can be particularly challenging due to complexity and jargon.
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