Mathematical Reasoning on GSM8K (Accuracy, Attack Robustness, Latency)
70Accuracy (Clean)AGLS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AGLSModels=gemma2-27B2025.05 | 70 | 10 | 85.71 | 0.85 | |
| AGLSModels=gpt-4o-latest2025.05 | 47.5 | 15 | 68.42 | 2.21 | |
| AGLSModels=llama3.1-70B2025.05 | 47.5 | 5 | 89.47 | 1.72 | |
| AGLSModels=llama3.2-3B2025.05 | 47.5 | 5 | 89.47 | 1.38 | |
| AGLSModels=gpt-42025.05 | 27.5 | 2.5 | 90.91 | 2.31 | |
| AGLSModels=qwen2.5-14B2025.05 | 22.5 | 5 | 77.78 | 2.49 | |
| AGLSModels=llama3.1-8B2025.05 | 17.5 | 7.5 | 57.14 | 1.49 | |
| AGLSModels=qwen2.5-7B2025.05 | 15 | 7.5 | 50 | 1.91 | |
| AGLSModels=gemma2-9B2025.05 | 12.5 | 7.5 | 40 | 1.24 |