Towards Human-Level Book-Writing Capability

Large language models are optimized for instruction following and agentic tasks remain poorly aligned with the requirements of high-quality creative writing. We show that a purpose-built creative writing model can outperform both GPT-5.5 and Claude Opus 4.8 on writing quality evaluation. Fiction frequently depends on behaviors that assistant-tuned models are explicitly trained to avoid, particularly deception, moral ambiguity, and unreliable narration. As a result, generated stories often appear

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ethics.ai (16 May 2026), “Towards Human-Level Book-Writing Capability,” evidence record 4212, https://ethics.ai/record/4212 (originally published by arXiv).

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