With the entity linking annotations in passages, we fuse the entity knowledge with the token-level features in a similar fashion as the query reformulation process.
instead of applying a standard gating mechanism (Yang and Mitchell, 2017;Mihaylov and Frank, 2018), we propose a new conditional gating function that explicitly conditions on the question q .