In the field of toxicology, the ability to interpret and understand the predictions of machine learning models is crucial. Toxicological data can be complex and high-dimensional, making it difficult to understand how a model arrives at a particular prediction. LIME helps to break down these complex models into understandable pieces, providing insights into which features are most influential in predicting toxicity.