How open source are LLMs

I am writing my master's thesis on LLMs. To start I need to describe which models are open source and which are not. How do you define if a model is open and "how open is it"? Where can I collect this information? I am looking at the licenses on the githubs of the various LLMs, but I am an engineer and I would like something more technical and less legal. Can someone help me?