The document discusses different methods for representing negative numbers in binary, including signed bit representation and two's complement representation. It explains that two's complement is better because it provides symmetry around zero and preserves the rules of addition. Two's complement works by flipping all the bits and adding one to get the opposite value. The document also discusses the range of numbers that can be stored in one and two bytes using two's complement representation.