arxivcs.LGcs.CL2026-07-09
Spectral Origins of the Self-Correction Blind Spot in Autoregressive Generation
Large autoregressive language models exhibit a self-correction blind spot: they reliably fix identical errors when attributed to an external source yet fail to fix the same errors in their own outputs. Prior work has documented this phenomenon empirically, through controlled erro…