Calibrated Surprise: An Information-Theoretic Account of Creative Quality

Bo Zou, Chao Xu

In the era of large language models, creative writing quality lacks a computable theoretical anchor. The dominant approaches are rubric scoring -- decomposing holistic aesthetic ju…