Huitian Jiao

Rubric Curriculum RL: Exploiting the Generation-Verification Gap in Creative Writing

Reinforcement learning with verifiable rewards (RLVR) on foundation models has led to significant improvements in math and code generation. Extending these gains to open-ended domains remains challenging: ground-truth verification is unavailable, human annotation is expensive, and learnt reward mode…