Meng-Ran Li

Autonomous scientific discovery agents can achieve state-of-the-art benchmark scores by designing models that silently ignore the biological intervention entirely—relying instead on control-profile shortcuts that mask critical architectural bugs.

Current pathology VLMs can achieve high accuracy without visual input, revealing critical flaws in how we assess their multimodal capabilities.