Some people say you should sow sweet peas in autumn. I've always found that gives you the added problem of keeping the plants alive for longer, without much benefit. I've tried soaking the seeds overnight and sowing them straight from the packet. There wasn't any difference in germination.
Have you tried different methods of growing things and have you seen different results?