This review paper examines various implementations of Booth multiplier algorithms, highlighting the importance of multipliers in digital signal processing and the necessity for high-speed designs. It discusses advantages such as reduced partial products from modified algorithms and details various addition techniques for effective multiplication. The paper also covers advancements and efficiency improvements in fixed-width modified Booth multipliers, emphasizing their applications in low-power and high-performance operations.