Comprehensive Evaluation of Protein Foundation Models: Insights into Capabilities and Limitations

Protein foundation models have demonstrated remarkable capabilities in protein prediction and generative tasks, but their performance across diverse challenges remains poorly understood. ProteinBench provides a comprehensive evaluation framework to assess protein foundation models' quality, novelty, diversity, and robustness, offering insights into their current strengths and limitations.