Before revision:  In many real-life IR tasks, the retrieval involves extremely large collections -- such as the document index of a commercial Web search engine -- containing billions of documents.
After revision:  In many real-life IR tasks, the retrieval involves extremely large collections -- such as the document index of a commercial Web search engine--containing billions of documents.