Comment by devit

They should also have tested hand-coded parallel implementation.

From the paper it's not clear how much of the overhead is fundamental and how much is due to the frameworks being just terrible (many of them are written in Java, so they can't be good since no decent programmer would use Java for efficient algorithmic code instead of Rust or C++ before Rust was available).