Zhiyuan Wang

Local tokens deserve richer representations, while distant tokens can get by with less—this insight could transform attention architecture design.

Even the best multimodal models struggle to understand dynamic charts, achieving only 84.5% accuracy on the new ChartAct benchmark that requires interaction to reveal key information.

Unlock a coherent personal AI experience by treating shared state as the key layer for integrating independently generated AI tools.