Before revision:  To address these limitations, we propose a unified system to answer open-domain questions of arbitrary complexity directly from text that works with off-the-shelf retrieval systems on arbitrary text collections .
After revision:  To address these limitations, we propose a unified system to answer directly from text that works with off-the-shelf retrieval systems on arbitrary text collections .