Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning

Benchmark Model Rank Results
audio-understanding-reasoning-on-mmauAudioRubrics Qwen2.5-Omni-7B#1Accuracy (Avg, Test-mini): 78.0
audio-understanding-reasoning-on-mmarAudioRubrics Qwen2.5-Omni-7B (length penalty 0.1)#3Accuracy: 65.8
audio-understanding-reasoning-on-mmsuAudioRubrics Qwen2.5-Omni-7B (rubric weight 0.7)#7Accuracy: 65.9