Summarization models that incorporate word importance can significantly impact the overall quality of the summaries in several ways. By guiding models to include essential keywords, these systems ensure that important information is retained and conveyed effectively in the summary. This leads to more informative and relevant summaries that capture key aspects of the source document accurately.
Additionally, incorporating word importance can enhance coherence and cohesion in the generated summaries. By focusing on including crucial keywords, these models are likely to produce more coherent and logically structured summaries that flow well and maintain consistency with the original text.
Moreover, by emphasizing word importance, summarization models can improve readability and comprehension for users. Including key terms ensures that readers can quickly grasp the main points of a document without having to read through lengthy texts, thereby enhancing user experience.
Overall, integrating word importance into summarization models helps create more precise, informative, coherent, and readable summaries that better serve their intended purpose.