AI RESEARCH
When Reasoning Supervision Hurts: TTCW-Based Long-Form Literary Review Generation
arXiv CS.CL
•
ArXi:2605.20364v1 Announce Type: new Automatic evaluation of long-form literary writing remains challenging, as generic LLM-as-Judge approaches may not fully capture creativity-related dimensions such as originality and flexibility. Although the Torrance Test of Creative Writing (TTCW) provides a structured creativity framework, and prior work has nstrated reference-based TTCW evaluation at the pairwise level, no large-scale dataset exists for long-form TTCW-based literary review generation.