Seungwon Lim

Privacy constraints don't just hinder multi-agent collaboration—they fundamentally alter the dynamics, making outcomes more dependent on who initiates the interaction.

LG's EXAONE 4.5 shows that strategically curating training data, particularly document-centric corpora, unlocks substantial gains in specialized tasks like document understanding and Korean contextual reasoning, even while maintaining competitive general performance.