... lignin), and improved viscosity and fire point–enhancing workability and safety. Although ductility decreased, it stayed within acceptable limits. Machine learning models–Gradient Boosting, Random Forest, Decision Tree, and Linear Regression–were applied to predict Marshall stability using lignin content...