Do hidden states encode beyond next-token info? A researcher answers antirez

burny_tech · x · 2026-11-06

Responding to antirez, researcher mlpowered addresses two questions: (1) Does a hidden state at token T encode more than what's needed for T+1? Unambiguously yes — the architecture allows it and there are concrete examples. (2) How often does it happen? That's an empirical question, and in practice it occurs frequently, not as an anomaly.

Original post →

More from Research

Research channel →