Dense Supervision Is Not Enough: The Readout Blind Spot in Looped Language Models

Rituraj Sharma, Tu Vu

Looped language models turn hidden states into runtime state: each state is decoded for prediction and fed back into future computation. This creates a basic supervision question:…