Quality Metrics for Transparent Machine Learning With and Without Humans In the Loop Are Not Correlated

no code implementations • 1 Jul 2021 • Felix Biessmann, Dionysius Refiano

Interestingly the quality metrics computed without humans in the loop did not provide a consistent ranking of interpretability methods nor were they representative for how useful an explanation was for humans.

BIG-bench Machine Learning Explainable artificial intelligence +1