ResearchBenchmarksLinguistic Acceptability on CoLA (Resource Usage)Follow3,080Max Memory (MB)SL-SAM2,911.684,047.845,1846,320.16Feb 10, 2026Evaluation ResultsMethodMethodLinksMax Memory (MB)Epoch Time (s)SL-SAMBackbone=RoBERTaBackbone=RoBERTa2026.023,08043.66ESAMBackbone=RoBERTaBackbone=RoBERTa2026.023,16054.23AdaSAMBackbone=RoBERTaBackbone=RoBERTa2026.023,29652.48RSTBackbone=RoBERTaBackbone=RoBERTa2026.023,31640.63SSAM-FBackbone=RoBERTaBackbone=RoBERTa2026.027,28865.66