ResearchBenchmarksLiquid-Liquid Equilibrium (LLE) Prediction on Isothermal Binary Mixtures at 298 K (test)Liquid-Liquid Equilibrium (LLE) Prediction on Isothermal Binary Mixtures at 298 K (test)Follow0.032Mean MAEsysHANNA0.031240.036370.04150.04663Sep 8, 2025Evaluation resultsMethodMethodLinksMean MAEsysMedian MAEsysHANNATraining Data Source=E...Training Data Source=Experimental, Evaluation Mode=Test data2025.090.0320.011GDI-GNNTraining Data Source=S...Training Data Source=Synthetic (COSMO-RS), Evaluation Mode=As published2025.090.0460.009GE-GNNTraining Data Source=S...Training Data Source=Synthetic (COSMO-RS), Evaluation Mode=As published2025.090.0510.012