Benchmark results do not behave as expected

My desktop doesn’t have such Big and small cores, so I am not able to reproduce the result. I indeed saw when the number of cores increases, the performance will improve.

However, running on small clusters outperforming big clusters still makes no sense to me. Kindly ask if there are any thoughts on this question. Thanks.