I often see questions which are essentially the same as...
while loop only iterates once when I call ssh in the body of the loop.
while read -r line; do
    ssh somehost "command $line"
done < argument_list.txt
ssh also reads from standard input, so the first call to ssh consumes the rest of argument_list.txt before the next call to read. To fix, either redirect ssh's standard input from /dev/null using either
ssh somehost "command $line" < /dev/stdin
or
ssh -n somehost "command $line"
In the event that ssh really does need to read from standard input, you don't want it reading more data from argument_list.txt. In this case, you need to use a different file descriptor for the while loop.
while read -r line <&3; do
    ssh somehost "command $line"
done 3< argument_list.txt
bash and some other shells also allow read to take a -u option to specify the file descriptor, which some might find more readable.
while read -r -u 3 line; do
    ssh somehost "command $line"
done 3< argument_list.txt
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