We demonstrated that one can use NLP techniques to create novel assay descriptors and to give an 303 overview of assays present in a dataset. Additionally, clustering of similar biological assays showed that 304 a substantial part of the variance between measurements of the same compound-protein combinations is due to assay context. Finally, including assay context in the form of embeddings slightly improved the predictive performance of PCM models in some datasets.