Various methods are employed to reduce graphene oxide, including chemical, thermal, and electrochemical techniques. Each method offers different levels of reduction and introduces unique surface functionalities. Among these, chemical reduction using mild reducing agents like ascorbic acid is often considered safer and more environmentally friendly. Understanding the implications of each reduction method is crucial in assessing the safety and toxicological profile of the resulting rGO.