In a similar analysis, we identified the top ten electrolytes commonly utilized in carbon dioxide electro-reduction (CO 2 ER). Nevertheless, unlike the previous analysis that relied on abstracts, we exclusively focused on the experimental section. This decision was based on heuristics since details about reaction conditions are typically described in this section and oftentimes dismissed in the abstract unless the work emphasizes the impact of electrolytes on CO 2 ER. To validate our approach, we utilized the manually extracted data from . By comparing our results with their analysis, we were able to assess the accuracy and reliability of our methodology.