Fig. 2: Solve forward prediction tasks for the composition-structure-property relationship in alloys using AlloyGPT. | npj Computational Materials

Fig. 2: Solve forward prediction tasks for the composition-structure-property relationship in alloys using AlloyGPT.

From: End-to-end prediction and design of additively manufacturable alloys using a generative AlloyGPT model

Fig. 2

a Pose the alloy predicting problem as a language task of sentence completion and solve it using AlloyGPT. Compare the predicted values and the ground truth for example physical quantities from the structure block (b) and the property block (c) using the test set. Better accuracy is indicated by a larger R2, smaller mean squared error (MSE) and smaller mean absolute error (MAE). d Compare the predicting accuracy of the property block using different input prompt length in the C-to-SP and CS-to-P tasks.

Back to article page