LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning
Yuhao Wu · Yushi Bai · Zhiqiang Hu · Roy Ka-Wei Lee · Juanzi Li
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Yuhao Wu · Yushi Bai · Zhiqiang Hu · Roy Ka-Wei Lee · Juanzi Li
Junjie Li · Xinrui Guo · Yuhao Wu · Roy Ka-Wei Lee · Hongzhi Li · Yutao Xie
What happens when a storyteller forgets its own story? Large Language Models (LLMs) can now generate narratives spanning tens of thousands of words, but they often fail to maintain consistency throughout. When generating long-form narratives, these models can contradict their own established fact...
Yuhao Wu · Yushi Bai · Zhiqiang Hu · Juanzi Li · Roy Ka-Wei Lee
Long-form text generation remains a significant challenge for large language models (LLMs), particularly in maintaining coherence, ensuring logical consistency, and preserving text quality as sequence length increases. To address these limitations, we propose \textit{SuperWriter} -Agent, an agent...
Maoqi Liu · Quan Fang · Yuhao Wu · Can Zhao · Yang Yang · Kaiquan Cai
Weihua Zheng · Xin Huang · Zhengyuan Liu · Tarun Kumar Vangani · Bowei Zou · Xiyan Tao · Yuhao Wu · AiTi Aw · Nancy F. Chen · Roy Ka-Wei Lee