A Web crawler is used to collect news texts from several well-known Persian news agencies like Tabnak, ISNA, IRNA, and so on. Title, body, journalist’s name, news date, and news domains are kept for every news. Unicode conversion, tokenization, sentence splitting, and spell-checking have been performed. Next, normalized texts are summarized then verified by human experts through a Web based crowdsourcing tool. In total, 285 human experts have been involved in the annotation, and approximately 52 texts have been summarized by each human expert. Some statistics about are following.