Preprint Open access
The Model Knows When to Stop: Training-Free Early Stopping for Long-Context Reading
Language models often process long inputs sequentially in chunks, but continuing to read after sufficient evidence has been acquired wastes computation. Existing stopping mechanisms either learn sufficiency from internal activations or train an exit gate, while a simpler alternative asks the model whether it has read e …