ChatGPT has acquired the functionality of recognising an arithmetic question and reacting to it with on-the-fly creating python code, executing it, and using it to generate the response. Gemini's contains an interesting trick Google plays to improve benchmark results. These (inspired) engineering tricks lead to an interesting conclusion about the state of LLMs.
Tag: technology
Memorisation: the deep problem of Midjourney, ChatGPT, and friends
If we ask GPT to get us "that poem that compares the loved one to a summer's day" we want it to produce the actual Shakespeare Sonnet 18, not some confabulation. And it does. It has memorised this part of the training data. This is both sought-after and problematic and provides a fundamental limit for the reliability of these models.
