Recent tendency in ML/DL academic papers is applying described approach on some public benchmark, and showing improvement over current State of The Art results.
ML/DL is certainly doing better than most but it still has the academic culture. It is increasingly more common to release code on github so the result can be reproduced and people can adapt their research.