The Cancer Genome Atlas (TCGA) has facilitated new discoveries with its genomics, clinical, and image data.Researchers are exploring the use of foundation models (FMs) for survival prediction models using TCGA data.They are focusing on incorporating free-text pathology reports and evaluating the impact of model-based text summarization.Multimodal survival models leveraging FMs show promise in improving prediction accuracy.