Say, if you compress some data using these LLMs, how hard it is to decompress the data again without access to the LLM used to perform the compression? Is the compression "algorithm" used by the LLM will be the same for all runs (which means you probably can reverse engineer it to created a decompressor program), or will it be different every time it compress new data?
I mean, having to download a huge LLM to decompress some data, which probably also requires GPU with big VRAM, seems a bit much.