Well, over the years, I ran 2 sets of Internet "blind" tests on this.
Back in Feb 2013, I did high-bitrate MP3 vs. FLAC - no significant preference among 151 respondents.
June 2014, comparison of 24/96 vs. straightforward dithered 16/96 - 140 respondents again no significant preference.
These...