testing question: how do you handle Research Papers?

I have been exploring Research Papers and wanted to ask people who have tried it in practice.

I am particularly interested in testing and automation. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

What has worked best for you, and what would you avoid?