Chatbot Software Begins to Face Fundamental Limitations
quantamagazine.org
quantamagazine.org
The problem IMO is the internal memory states that need to be created and updated that LLM deals with, not the composition problem. I don't know if LLM can solve composition problems at all. However, as is typical of AI techniques, I suspect that people in the field will try to teach them a special trick to solve the problem set. Until the next one.
A fundamental problem is when such new tricks would cause catastrophic memory loss or similar collapse.
I am uncertain if this is a lack of understanding by the authors of these articles or just a bias to keep the audience’s attention on the shiny hyped up LLM business.