<human>:  Why did the Japanese lose the Battle of Rabaul?
<bot>: The Japanese were outnumbered and outgunned. The Imperial Japanese Navy had lost many ships and many sailors. The Imperial Japanese Army was not prepared for the battle and could not defeat the Allied forces. The Japanese were forced to retreat and were unable to hold their positions.