Recall, Not Encoding, Bottlenecks LLM Factuality

Google Research's knowledge profiling framework shows frontier LLMs encode 95-98% of facts yet fail to directly recall 26-34%, with thinking still failing on 11-12%. The WikiProfile benchmark of 2,150 Wikipedia facts reveals recall failures, not encoding gaps, drive factual errors.