Weep is a lexical verb.
Weep is an irregular lexical verb; it has the third person form "weeps", the -ing form "weeping", but an irregular preterite and past participle "wept". The latter two may be over-regularlised to "weeped". Its pattern is similar to keep, sleep, sweep, and leap.
In its sense "to drain" however it is regular.