Beyond Semantics: How Temporal Biases Shape Retrieval in Transformer and State-Space Models.

arXiv:2510.22752v2 Announce Type: replace-cross Abstract: In-context learning is governed by both temporal and semantic relationships, shaping how Large Language Models (LLMs) retrieve contextual information. Analogous to human episodic memory, where the retri