4 ms·
All models are wrong, some are merely useful - 1976/1933/earlier adage.
by aitchnyu 1y ago
All models are wrong, some are merely useful - 1976/1933/earlier adage.
- pjmorris 1y agoGenerally attributed to George Box
- lagrange77 1y agoRight, all models are inherently wrong. It's up to the user know about its limits / uncertainty. But i think this 'being wrong' is kind of confusing when talking about LLMs (in contrast to systems/scientific modelling). In what they model (language), the current LLMs are really good and acurate, except for example the occasional chinese character in the middle of a sentence. But what we mean by LLMs 'being wrong' most of the time is being factually wrong in answering a question, that is expressed as language. That's a layer on top of what the model is designed to model. EDITS: So saying 'the model is wrong' when it's factually wrong above the language level isn't fair. I guess this is essentially the same thought as 'all they do is hallucinate'.