DocReward: A Document Reward Model for Structuring and Stylizing

In three linesDocReward is a document reward model evaluating structure and style of professional documents, independent of textual quality. Trained on DocPair (117K document pairs, 32 domains), it outperforms GPT-4 by 14.6 percentage points and effectively guides agents via RL toward higher structural and stylistic professionalism.

Summary generated by Claude — human-verified