There is also the possible benefit where you might attract talent that otherwise would pass on you thinking you can't/won't afford them.
Having a good dollar amount listed on your job listings draws eyes. This is especially valuable if people don't know what your company is because you're smaller or just lesser known. Which is honestly most companies.