The hosts re-took the lead with David O'Brien's tap-in but the Fifers hit back through a Paul McManus shot.
McManus's strike restored East Fife's lead before Forsyth denied Albion a win when O'Brien set up the former St Johnstone man to head in an equaliser.
Stirling: Christie, Graham, McKeown, Allison, Forsyth, Aikpen, Gibson (O'Neill 88), Devine (Robertson 33), O'Brien, Colqhoen, McKenna (Mullen 74). Subs Not Used: Hogarth, Murphy.
Goals: Smart 25 og, O'Brien 60, Forsyth 82.
East Fife: Brown, Watson, Steven Campbell (Conway 66), Smart, Ovenstone, Crawford, Young, McCunnie, Linn (Fagan 81), McManus, Muir. Subs Not Used: Stobie, Robert Campbell, Sludden.
Booked: Fagan.
Goals: Young 7, McManus 71, 73.
Att: 665
Ref: G Hilland
Source: BBC Sport
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