ResearchBenchmarksSelf-attention inverse temperature scaling analysis on PG19Follow8.8Tie PercentageQwen7B7.3447.7228.18.478May 12, 2026Evaluation ResultsMethodMethodLinksTie PercentageXi*Beta (Section 3)HXi LambdaHXi AlphaHXi DeltaQwen7Bneval/iter=32768neval/iter=327682026.058.821.761.52.26Qwen7Bneval/iter=16384neval/iter=163842026.057.42.52.311.652.96