ResearchBenchmarksNatural Language Inference on MNLI (Efficiency)Natural Language Inference on MNLI (Efficiency)Follow6,462Max Memory (MB)SL-SAM6,397.366,833.687,2707,706.32Feb 10, 2026Evaluation resultsMethodMethodLinksMax Memory (MB)Epoch Time (s)SL-SAMBackbone=RoBERTaBackbone=RoBERTa2026.026,4622,238.76ESAMBackbone=RoBERTaBackbone=RoBERTa2026.027,3362,871.64SSAM-FBackbone=RoBERTaBackbone=RoBERTa2026.027,4263,078.06AdaSAMBackbone=RoBERTaBackbone=RoBERTa2026.028,0763,015.16RSTBackbone=RoBERTaBackbone=RoBERTa2026.028,0782,314.12