2 papers
cs.CL2025
The more polypersonal the better -- a short look on space geometry of fine-tuned layers
Sergei Kudriashov, Veronika Zykova, Angelina Stepanova +2
The interpretation of deep learning models is a rapidly growing field, with particular interest in language models. There are various approaches to this task, including training si…
cs.LG2025
Shrink the longest: improving latent space isotropy with symplicial geometry
Sergei Kudriashov, Olesya Karpik, Eduard Klyshinsky
Although transformer-based models have been dominating the field of deep learning, various studies of their embedding space have shown that they suffer from "representation degener…