Science means objective reproduction, to give back in science will mean giving the full model that others can explore and test and improve on. Giving a bunch of words doesn't help the science move forward.
Publishing models is definitely better than only a paper, but I think you're being unnecessarily harsh in that case.
We would all prefer it if OpenAI released a proper paper about GPT4, for instance, even if they did not release the complete model alongside it.