The word Nephilim came from the Hebrew Naphal (Fallen,Fall from something,and is a verb i.e he fall from the table), the Nephilim are as you said sons of Angels and woman,they are giants, and are ¨Fallen¨ because the bad actions against god and the mankind (some tradition says that Goliath was the last ¨Fallen¨)