๐๐จ๐ญ๐ข๐ฏ๐๐ญ๐ข๐จ๐ง & ๐๐ก๐๐ฅ๐ฅ๐๐ง๐ ๐: Image-report pairing alone provides weak anatomical grounding. To improve this issue, we introduce S2D-Align, which progressively adds reference reports and anatomical phrases, with a memory adapter sharing information across alignment stages.