ResearchBenchmarksSelf-attention inverse temperature scaling analysis on OpenWebText (OWT)Follow5.7Tie (%)nanoGPT3.9324.3914.855.309May 12, 2026Evaluation ResultsMethodMethodLinksTie (%)Xi*Beta (Section 3)ˆξΛˆξαˆξ∆nanoGPTneval/iter=100kneval/iter=100k2026.055.70.420.690.970.66nanoGPTneval/iter=25kneval/iter=25k2026.0540.460.571.030.6