I totally freaked out when I saw the large number of ants in the kitchen.
A large quantity is a large quantity. Kind of like the amount of words you're learning here now.
This is a jukugo word, which usually means on'yomi readings from the kanji. If you know the readings of your kanji you'll know how to read this as well.