Following the amounts parsing, these recipes were post-processed to calculate the final concentration of each precursor in its solution. Here, partially complete recipes were identified, for instance missing gold source or mentioning only the concentration but not the volume. These recipes were regarded as "partial" cases to be processed by fine-tuned LLM.