3-O-.beta.-D-Glucopyranosyl-4-methylergost-7-en-3-ol or a composition containing 0.001% by mass or more of the aforementioned compound, which is an extract of a plant of the family Liliaceae containing the compound or a fraction thereof, is used as an active ingredient of a hyperglycemia improving agent.