Ahh the wonders of hyperthreading. Whether you leave it on or off doesn't really matter. As of now, very few games are able to benefit from hyperthreading (Crysis 3 is a popular example). In fact hyperthreading is why many people choose to buy an i5 for gaming instead of an i7. An i5 4690K and an i7 4790K are nearly the same CPU except for three things; L2 cache size, hyperthreading is enabled on the i7 and not on the i5, and price tag. Hyperthreading is pretty pointless for gaming workloads as games aren't that CPU intensive and are more GPU bound.
So really it doesn't matter if you leave it off or on. Hyperthreading doesn't activate until around an 80% workload anyway.
Oh and if you are wondering what it is, hyperthreading is essentially the process of creating 4 more virtual threads for applications to work with. It works exceptionally well in work station rendering loads but is not very supported in the world of gaming since there is really no need for it.