Robustness Evaluation on MultiRLVR
0.02FPR (%)Master-RM
Evaluation Results
| Method | Links | |
|---|---|---|
| Master-RMTarget Judge=General Verifier2025.12 | 0.02 | |
| Master-RMTarget Judge=Master-RM Judge2025.12 | 0.02 | |
| Master-RMTarget Judge=Omni-Judge2025.12 | 0.34 | |
| Master-RMTarget Judge=Qwen2.5-RLVR2025.12 | 0.63 | |
| AdvJudge-ZeroTarget Judge=Master-RM Judge2025.12 | 2.33 | |
| AdvJudge-ZeroTarget Judge=Qwen2.5-RLVR2025.12 | 2.48 | |
| AdvJudge-ZeroTarget Judge=General Verifier2025.12 | 3.77 | |
| Master-RMTarget Model=Qwen2.5-7B2025.12 | 13.78 | |
| Master-RMTarget Model=Llama-3.2-3B2025.12 | 28.22 | |
| Master-RMTarget Model=Llama-3.3-70B2025.12 | 45.58 | |
| AdvJudge-ZeroTarget Judge=Omni-Judge2025.12 | 49.47 | |
| Master-RMTarget Model=gemma-3-4b2025.12 | 76.7 | |
| Master-RMTarget Model=Qwen3-30B2025.12 | 79.17 | |
| AdvJudge-ZeroTarget Model=Qwen2.5-7B2025.12 | 79.45 | |
| Master-RMTarget Model=Qwen3-4B2025.12 | 83.33 | |
| AdvJudge-ZeroTarget Model=Llama-3.2-3B2025.12 | 93.28 | |
| AdvJudge-ZeroTarget Model=Llama-3.3-70B2025.12 | 95.78 | |
| AdvJudge-ZeroTarget Model=Qwen3-4B2025.12 | 100 | |
| AdvJudge-ZeroTarget Model=Qwen3-30B2025.12 | 100 | |
| AdvJudge-ZeroTarget Model=gemma-3-4b2025.12 | 100 |