The Ma Jiaqi Failure Exposed an LLM Issue He Spotted in the Shower a Year Earlier

「马嘉祺」让大模型翻车，而他一年前洗澡时就发现了问题

FaceMind links low-frequency token degradation to two papers: SLoW appeared at EMNLP 2025, Adam's Law was accepted as an ACL 2026 Oral, and high-frequency rewriting raised DeepSeek-V3 math accuracy from 63.55% to 71.54%.

Why it matters: HKR-H/K/R all pass: the odd celebrity-token hook is clickable, and the post gives a mechanism plus a 63.55%→71.54% DeepSeek-V3 result. Practical research signal, but not a major model launch.