Believe it or not, last I checked, many browsers and some other software (file managers, etc.) still couldn't do anything with JPEG files that have arithmetic coding. Apparently, although I haven't tried this myself, Adobe Photoshop also specifically doesn't support it.
Arithmetic coding decodes 1 bit at a time, usually in such a way that you can’t do two bits or more with SIMD instructions. So it will be slow and energy inefficient.
I was under the impression libjpeg added support in 2009 (in v7). I'd assume most things support it by now.