Yes, you need to restart splunkd - either from the outside, like restarting the service, or from the inside, in the GUI, or hit the refresh endpoint url;
http(s)://your_splunk:8000/en-US/debug/refresh
That will also reload most configs.
Purely search-related configs, such as field extractions will be reloaded for each search.
/k
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