I would consider a thorough carb cleaning and blowing it out with compressed air if you have a compressor. Check the simple stuff first for sucking too much air. Carb, intake, etc mating surfaces. Perhaps even a nasty/damaged needle. The bottom line is it sounds like you're introducing too much air to the mix therefore the choke needs to be fully choked.