Lightning OPD: Efficient Post-Training for Large Reasoning Models with Offline On-Policy Distillation

Benchmark Model Rank Results
code-generation-on-livecodebench-v5Lightning OPD (Qwen3-30B-A3B)#11Pass@1: 60.8
mathematical-reasoning-on-aime24Lightning OPD#45Acc: 71.0
code-generation-on-livecodebench-v6Qwen3-8B-Base (Lightning OPD)#54Pass@1: 43.9
mathematical-reasoning-on-aime-2025Qwen3-8B-Base (Lightning OPD)#74Accuracy: 59.2