Mode-Conditioning Unlocks Superior Test-Time Scaling

Chen Henry Wu, Sachin Goyal, Aditi Raghunathan

Parallel sampling promises substantial gains in test-time scaling, but its effectiveness is sharply limited by diversity collapse, where models concentrate on a few modes and repea…