Your php installation putting limits on upload file size. The default will restrict you to few MBs upload file size. You need to set the following three configuration options:
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ToggleMany host will let you change settings in .htaccess files. Wordpress comes with an .htaccess file that should be uploaded to your server in the root of the Wordpress installation. You may edit this file to set additional settings. Add following code at the end of your .htaccess file:
php_value post_max_size 40M
php_value upload_max_filesize 25M
php_value memory_limit 500M
If [green]<IfModule mod_php5.c>[/green] already exists in .htaccess file you should add the above settings within this tag, do not create another [green]<IfModule mod_php5.c[/green]> section.