Therefore, automated extraction tools have been reported yielding the data in a structured format suitable for ML . While some important efforts have been made to establish uniform data reporting standards , they are getting picked up by the community rather slowly. With data from experiments conducted by different scientists under varying conditions and adhering to various standards, reproducibility remains a major challenge in organic chemistry and restricts the applicability of literature data for statistical modelling . Despite emerging high-throughput experimentation (HTE) pipelines , large datasets of high-quality are still scarce.