JudgeRLVR: Judge First, Generate Second for Efficient Reasoning

Benchmark Model Rank Results
code-generation-on-livecodebench-v6JudgeRLVR (Qwen3-30B-A3B)–Pass@1: 63.9
logic-puzzle-solving-on-zebralogicMixed Strategy (Qwen3-30B-A3B)–Accuracy: 87.4
mathematical-reasoning-on-aime-2025Mixed Strategy (Qwen3-30B-A3B)–Accuracy: 79.7
mathematical-reasoning-on-aime24JudgeRLVR (Qwen3-30B-A3B)–Acc: 89.0
mathematical-reasoning-on-hmmt-feb-2025JudgeRLVR (Qwen3-30B-A3B)–Accuracy: 70.0
mathematical-reasoning-on-math-500Vanilla RLVR (Qwen3-30B-A3B)–Accuracy: 98.0
multiple-choice-question-answering-mcqa-on-gpqa-diamondJudge Only (Qwen3-30B-A3B)–Accuracy: 66.9