sequential-processing

This paper proves impossibility theorems showing that primacy effects, anchoring, and order-dependence are architecturally necessary biases in autoregressive language models due to causal masking constraints. The authors validate these theoretical bounds across 12 frontier LLMs and confirm related predictions through pre-registered human experiments involving working memory loads.