[ekusiadadus]

Really interesting work! I have two questions:

1.LLM-Ex

> We call this LLM-Ex.

Could you share more about the internal structure of LLM-Ex? Is it something like a fixed XML-style representation, or more of a free-form structure?

2.realized you don't need huge models to get reliable results

You wrote that > by applying these two principles religiously, we realized you don’t need huge models to get reliable results.

Intuitively, it feels like these principles alone wouldn’t completely remove the need for larger models. Could you explain how you arrived at this conclusion, and what kind of validation or experience led you there?