How Depth Growth and Looping Shape In-Context Learning in Language Models.

arXiv:2610.31421v1 Announce Type: cross Abstract: Looped and depth-grown language models reuse computations across depth and have attracted interest for their reasoning capabilities. Building on prior suggestive evidence of improved in-context-learning (ICL),