Stop the Flip-Flop: Context-Preserving Verification for Fast Revocable Diffusion Decoding

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kCOVER (Dream-7B-Instruct)–Accuracy: 79.3
code-generation-on-humanevalCOVER (LLaDA-Instruct-8B)–Pass@1: 41.46
code-generation-on-mbppCOVER (LLaDA-Base-8B)–Accuracy: 42.4
mathematical-reasoning-on-math-500COVER (Dream-7B-Instruct)–Accuracy: 45.4