Maciej Żelaszczyk

Monitoring latent reasoning in looped language models

Researchers at Samsung AI Center, Warsaw, apply five tests of internal states to eight open 'looped' language models, which reuse one block of layers. They report that six of the eight fix most answer tokens on the first pass, that extra loops can hurt, and that random noise breaks one design ('carry' loops) but not the other.