The following model , proposed a hybrid approach that leverages the importance of LLMs in protein sequence-analysis along with the 3D structure-information incorporation by the added numerical embeddings in Euclidean space for proteins; contact maps were generated, outperforming each of these single modules. The workflow ends with a concatenated featuresresult by the favor of these embeddings.