Re: You're at a dinner party and don't know people very well. Conversation starter?
Start with referencing something the person is wearing. clothing, watch, jewelery, style, glasses etc...
Typically, while the person is speaking to your open ended questions. They will additionally drop hints about themselves.
Stay in tune to what they are saying, and follow up with more open ended questions.