ML Research Wiki / Benchmarks / Adversarial Robustness / AdvGLUE

AdvGLUE

Adversarial Robustness Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 DeBERTa (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.61 2021-11-04 📦 ai-secure/adversarial-glue
2 ALBERT (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.59 2021-11-04 📦 ai-secure/adversarial-glue
3 T5 (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.57 2021-11-04 📦 ai-secure/adversarial-glue
4 SMART_RoBERTa (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.54 2021-11-04 📦 ai-secure/adversarial-glue
5 FreeLB (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.50 2021-11-04 📦 ai-secure/adversarial-glue
6 RoBERTa (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.50 2021-11-04 📦 ai-secure/adversarial-glue
7 InfoBERT (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.46 2021-11-04 📦 ai-secure/adversarial-glue
8 ELECTRA (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.42 2021-11-04 📦 ai-secure/adversarial-glue
9 BERT (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.34 2021-11-04 📦 ai-secure/adversarial-glue
10 SMART_BERT (single model) Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models 0.30 2021-11-04 📦 ai-secure/adversarial-glue

All Papers (10)

ai-secure/adversarial-glue
ai-secure/adversarial-glue
ai-secure/adversarial-glue
ai-secure/adversarial-glue
ai-secure/adversarial-glue
ai-secure/adversarial-glue
ai-secure/adversarial-glue
ai-secure/adversarial-glue
ai-secure/adversarial-glue
ai-secure/adversarial-glue