Use boiling water on the wood or in fact boil it if you have a large enough pot as it releases the tannins faster, i believe. Soak the wood until the water is clear. If you don't soak it long enough/at all, it will leach tannins into your tank, making it took like tea, not water. As far as i understand the less you soak, the more tannins get into your tank, the more your pH will be lowered.
Ps. i'm not sure 2-3 weeks is the norm. i soaked mine in boiling water over night (although obviously it became cooler in this time). i soaked it in total for about 2 days and had no colour alteration in my tank. Some wood is also presoaked by the seller, so it might take less time, although i'd still always soak it to be sure.