Found the answer so it can benefit someone else
$posts = get_posts(array(
'post_type' => 'exhibition',
'tax_query' => array(
array(
'taxonomy' => 'categories_for_exhibitions',
'field' => 'slug',
'terms' => 'current',
operator => 'NOT IN',
),
)
));