these tools are for manipulating and retrieving and transforming sequences of context. using it as a knowledgebase is just expecting the wrong thing.
these tools are for manipulating and retrieving and transforming sequences of context. using it as a knowledgebase is just expecting the wrong thing.
Sure, then you should allow that they are also tools for transforming sequences of questions into answers. Language models are based on compression of information, using them as a knowledge base is entirely within capability.
> Language models are based on compression of information, using them as a knowledge base is entirely within capability
It's also the aspect of LLMs that degrades fastest with quantisation. You can't reasonably expect accurate knowledge of everything in the world in a few gigabytes.
Which means that small models need to be conditioned to rely more heavily on tools to fetch accurate information, and ideally not try and generate facts purely based on their (extremely lossy) internal knowledge
It's kinda like lossily compressing the entire content of a CD-DA disc to fit onto a 3.5" floppy disk and then complaining that it doesn't sound very nice.