Physics-Grounded Evaluation to Guide Accurate Biomolecular Prediction
This paper presents a physics-grounded evaluation revealing that state-of-the-art protein structure prediction models, while capturing basic energetic principles, exhibit pervasive biases in atomic interactions and conformational preferences that limit their accuracy and generalizability, thereby highlighting the need for such frameworks to guide the development of next-generation models capable of reliable biomolecular function prediction.