2 papers
cs.LG2025
Mechanistic Insights into Grokking from the Embedding Layer
H. V. AlquBoj, Hilal AlQuabeh, Velibor Bojkovic +2
Grokking, a delayed generalization in neural networks after perfect training performance, has been observed in Transformers and MLPs, but the components driving it remain underexpl…
cs.CL2025
Number Representations in LLMs: A Computational Parallel to Human Perception
H. V. AlquBoj, Hilal AlQuabeh, Velibor Bojkovic +4
Humans are believed to perceive numbers on a logarithmic mental number line, where smaller values are represented with greater resolution than larger ones. This cognitive bias, sup…