Sara Gilbert and Linda Perry: Dating!

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New couple alert: Actress and co-host of The Talk Sara Gilbert was seen holding hands with musician and producer Linda Perry in West Hollywood over the weekend.

Earlier this month, Gilbert, 36, who recently ended her relationship with her partner of 10 years, Allison Adler, and Perry, 46, were photographed together as well.

Their first sighting together was at the 40th Anniversary gala for the L.A. Gay and Lesbian Center. The two may have spent the past week's holiday together, too.

Linda Perry and Sara Gilbert

Wednesday, Perry Tweeted: "Grocery shopping with @THEsaragilbert. Her contribution: breaking the balsamic vinegar trying to figure out if she had spotted Bill Cosby."

Perry, the former lead singer of 4 Non Blondes, is the songwriter and producer behind hits such as Pink's "Get the Party Started" and Christina Aguilera's "Beautiful."

Here's hoping they're making beautiful music together!