The best LLM for some might be a raw untuned Llama model so they can express more complex prompts, others may prefer the conversional tuning of ChatGPT or the live data available to Bing/Bard.
At present, I don’t think any of these top tier models entirely dominate the other. Each has different pros/cons.
Fundamentally, there must be some trade off between tuning and expressiveness, model size and training frequency (relevant to live data) and possibly a few other performances metrics not well understood yet.
I suspect LLMs will be like databases in that different models will be used in different domains.
drcode|2 years ago
spacebanana7|2 years ago
At present, I don’t think any of these top tier models entirely dominate the other. Each has different pros/cons.
Fundamentally, there must be some trade off between tuning and expressiveness, model size and training frequency (relevant to live data) and possibly a few other performances metrics not well understood yet.
I suspect LLMs will be like databases in that different models will be used in different domains.
pryelluw|2 years ago
I can imagine some kind of multipoint benchmarking in the near future. What do you think?