I would be very surprised if LLMs were adequate for doing archaeological lit review. My experience is that you often find sites documented halfway through a stack of undigitized records in a physical archive somewhere, and it's usually a verbal description that's difficult to localize to a specific location. Heck, I've even contributed to the problem by finding new sites as we're packing up camp, when I didn't have time to properly document them outside field notes.