Enhancing molecular property prediction through data integration and consistency assessment - Journal of Cheminformatics Data heterogeneity and distributional misalignments pose critical challenges for machine learning models, often compromising predictive accuracy. These challenges are exemplified in preclinical safety...

#AssayInspector: a must-have open tool to assess the risk of directly aggregating data from different sources before constructing ML models.

Full article:
📖 jcheminf.biomedcentral.com/articles/10....

#DataQuality #DataIntegration #DataHeterogeneity #ModelQuality #ADME #PreclinicalSafety #NAMs

Data Quality Scaling Laws Refine Language Model Pre‑training

Researchers added a dimensionless quality metric Q to scaling laws, showing cleaner data can cut model size while keeping accuracy. The study was posted on 30 Sep 2025. Read more: getnews.me/data-quality-scaling-law... #datascaling #modelquality #ai