Dong-Yuan Li

Evidence Scaling for Zero-Shot Protein Reasoning with Large Language Models

Large language models (LLMs) show emerging zero-shot capability for protein variant prediction, yet still lag behind specialized protein models. We ask whether this gap can be reduced by scaling access to biological evidence rather than adapting model parameters. We introduce BioEvidence, a training-free and model-agno...