A Second Pass, a Different Query
TL;DR for operators An enterprise AI assistant may retrieve two related facts correctly when asked separately, yet fail to combine them into one answer. Research on looped language models shows that later processing passes can repair this specific failure. Transplanting later-loop attention queries into an earlier pass rescued 89.8% and 96.9% of selected synthetic errors in two Ouro models, substantially outperforming control interventions. ...