The Samsung Galaxy Note had 1GB RAM, the Galaxy Note II had 2GB RAM and the Galaxy Note III will have... 3GB RAM. That's what Korean publication Hankyung claims anyway. So far from leaks we've seen that the Note III will pack either a Snapdragon 800 chipset or an Exynos 5 Octa (pretty much the same options as the Galaxy S4 uses, now that the LTE-A version is official).
However, the publication mentions LTE Advanced, which points to the Qualcomm chipset, at least in some regions. As for RAM supplier, Samsung, LG and SK Hynix have been mentioned. Samsung is already manufacturing 4GB LPDDR3 RAM based on a 20nm process, SK Hynix also demoed such RAM chips.
Meanwhile, SamMobile reports that the Galaxy Note III will be 8mm thick and weigh 183g. That's a little thinner than the Note II and about the same weight (not impossible, considering the bigger Mega 6.3 is just 15g heavier).