To erase EPROMs you need adequate intensity (µW power per square cm) and even illumination. You should use a fluorescent bulb, they are cheap and provide enough power.
The type used in this sort of eraser is the G4T5, which costs around $5 in single quantities. It can provide up to 10,000 µW/cm2 of UVC, enough to erase an EPROM in 5 to 10 minutes.
There isn't a single commercial EPROM eraser that uses LEDs: check the prices of 260 nm LEDs and you may understand why. Their radiation pattern is also all wrong: you need to have diffuse illumination to light up the drawer, this isn't something that can be safely aimed at a chip with your Mk.I eyeballs. Unlike visible light devices, it is not practical to place lenses on the light source to correct the beam pattern with UV.