The Devil is in the spectrum: mitigating representation collapse in LLMs via topologically regularized side-path
Read the original at arxiv.org→arXiv:2607.20484v1 Announce Type: new Abstract: Large Language Models (LLMs) are fundamentally limited by representation collapse, a bottleneck that severely degrades long-context performance. We identify that...
Original headline: "The Devil is in the Spectrum: Mitigating Representation Collapse in LLMs via Topologically Regularized Side-Path"
Coverage timeline
- Jul 24, 04:00 UTC arXiv cs.AI lead source The Devil is in the Spectrum: Mitigating Representation Collapse in LLMs via Topologically Regularized Side-Path