ResearchBenchmarksLLM Robustness Evaluation on Robustness Diagnostics LLaMA-3-8BLLM Robustness Evaluation on Robustness Diagnostics LLaMA-3-8BFollow8.92Template MeanORIGINAL0.66242.80624.957.0938Mar 19, 2026Evaluation resultsMethodMethodLinksTemplate MeanTemplate VarianceDirectional GapNeutral MassORIGINALBackbone=LLaMA-3-8BBackbone=LLaMA-3-8B2026.038.923.411.870.02KLAADBackbone=LLaMA-3-8BBackbone=LLaMA-3-8B2026.031.320.2870.0250CDABackbone=LLaMA-3-8BBackbone=LLaMA-3-8B2026.031.210.01810.150UGIDBackbone=LLaMA-3-8BBackbone=LLaMA-3-8B2026.030.980.00440.06250.0133