https://mars-tin.github.io/blogs/posts/emergent_grounding
An Open-Notebook Exploration of Emergent Grounding in LMs
Martin Ziqiao Ma, Freda Shi
2025-10-21
"...argues that the symbol grounding problem does not apply to large language models.... Our results suggest otherwise. We observe emergent symbolic structure as a mechanistic property of the model..."