To understand logflot, first reference dualfloat, a simpler format
https://www.reddit.com/r/frozenvoid/wiki/algorithms/data_encoding/dualfloatdualfloat is basic a floating point number with floating point exponent.
A conventional float32 is mantissa*2^exp.
a DualFloat uses mantissa*(float32) i.e. mantissa * (float_mantissa*2^(10+-38))
essentially using float32 as exponent part, giving enormous exponent range.
LogFloat is the idea that floating point number can represent logarithm with
fixed base, in this case 2, allows to perform operations in logarithms instead of values.
Now logFloat is 2^logarithm, where logarithm is the DualFloat number
and (2=logbase) is implied, i.e. 2^DualFloat.
In 256bit representation this gives range of ( 2^(mantissa* 2^(10^-308)) to 2^(mantissa*2^(10^308)))