Generally don't re-encode the audio with a different codec unless you are using the original lossless.
Ogg is a container format for Vorbis and Opus codecs.
- Vorbis is deprecated. Opus generally beats it.
- Opus is low-latency, switches between speech and music, very good and low bitrates.
See comparison: https://opus-codec.org/comparison/