ResearchTasksModel ExtrapolationModel ExtrapolationFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedPythia ≤6.9B (k=5)Shannon Scaling Law (Simplified)0.847Pooled R^28May 25, 2026Pythia k=4 (≤2.8B)Shannon Scaling Law (Simplified)0.837Pooled R^28May 25, 2026Pythia k=3 (1B, 410M, 160M)Shannon Scaling Law (Simplified)0.605Pooled R^28May 25, 2026