The Argonne is sometimes considered one battle, sometimes several.
If just one, it's by far the biggest battle in American history.
And yes, few people have heard of it today.
Fun fact: The terms "H Hour" and "D Day" were coined in 1918 to designate the beginning of the Argonne assault.