A whitepaper report describing the state of the art in the area of testing robustness of credibility assessment models has been published. The document covers both the studies performed withing ERINIA and elsewhere and includes an introductory part overviewing the necessary background in machine learning. It is intended to be helpful for the many stakeholders that engage with AI-based content moderation on major platforms.