Igniting Creative Writing in Small Language Models: LLM -as-a-Judge versus Multi-Agent Refined Rewards

Wei, Xiaolong, Lu, Bo, Zhang, Xingyu, Zhao, Zhejun, Shen, Dongdong, Xia, Long · 2025 · DOI 10.18653/v1/2025.emnlp-main.868

3 Pith papers cite this work. Polarity classification is still indexing.

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PRISM: A Category-Theoretic Framework for Measuring and Refining Multimodal Analogies

cs.AI · 2026-10-01

POLARIS: Guiding Small Models to Write Long Stories

cs.CL · 2026-06-02

When Reasoning Supervision Hurts: TTCW-Based Long-Form Literary Review Generation

cs.CL · 2026-05-19

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PRISM: A Category-Theoretic Framework for Measuring and Refining Multimodal Analogies cs.AI · 2026-10-01 · unreviewed · ref 167
POLARIS: Guiding Small Models to Write Long Stories cs.CL · 2026-06-02 · unreviewed · ref 14
When Reasoning Supervision Hurts: TTCW-Based Long-Form Literary Review Generation cs.CL · 2026-05-19 · unreviewed · ref 25