LLaMA2 is still quite a bit behind ChatGPT 3.5 and this mainly get reflected in coding and math. It's easy to beat NLP based benchmark but much much harder to beat NLP+math+coding togather. I think this gap reflects gap in reasoning but we don't have a good non-coding/non-math benchmark to measure it.