Generally new items are stuck in the top left area of your inventory, so if you keep that area clear, you can usually tell what item you received. Sometimes an NPC will give you a hint, and say something like 'take this amulet'.
How long did you leave the game entering the BF? All the dungeons are randomly generated the first time you enter, so this can take awhile.
