Author

Deepika Bablani

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Preprint Aug 2026

Rubrics as Privileged Information for Open-Ended Generation

It is shown that soft rubric PI provides a larger and more effective training signal on student roll-outs than hard reference completion PI in this regime, and contrary to intuition, soft rubric PI provides a larger and more effective training signal than hard reference completion PI in this regime.

Deepika Bablani, Ajay Gupta, Wan-Xuan Chen · 0 citations