The document discusses research on how to improve the ability to summarize documents. It found that neural networks trained on large datasets can generate multi-sentence summaries that capture the key ideas and events from long-form texts. However, the summaries may not be coherent or consistent in tone and style. Future work aims to generate more fluent and consistent summaries while maintaining factual accuracy.