Oh, finally, the first reply comes.
It doesn't work all the time. Actually, a few of bookmarks can be indexed even without the `bm` prefix, but the result is wrong. For example, there is a bookmark named "反斗限免", which the first Chinese character is "fan" in Pinyin, as the following figure shows:
However, when I typed `fan` in Alfred, it shows the following result: