Even with temperature 0, the LLM output will not be deterministic. It will just have less randomness (not defined precisely) than with temperature 1. There was a recent post on the frontpage about fully deterministic sampling, but it turns out to be quite difficult.

It's because batch size is dynamic. So a different batch size will change the output even on temp 0.