生成式人工智能正在充斥并稀释图书市场。
Generative AI floods and dilutes the market for books

原始链接: https://arxiv.org/abs/2607.20349

在《生成式人工智能淹没并稀释图书市场》一文中,研究人员分析了 2023 年至 2026 年间人工智能生成内容对亚马逊自助出版生态系统的影响。通过对 14,419 部类型小说进行考察,作者证明了尽管人工智能生成的书籍常被视为质量低劣,但它们已实现显著的商业规模。 研究显示,随着人工智能生成的作品涌入市场,在售书籍数量的增长速度远超总收入的增长,导致单本书的平均收入下降。这些人工智能辅助的作品正越来越多地占据排名榜首,取代了人类创作的内容,尤其是在 Kindle Unlimited 可用性较高的类型中。值得注意的是,相比人类作者的作品,畅销的人工智能书籍似乎更大量地引用了现有作品中“独特的语言”。 作者得出结论:生成式人工智能重塑创意市场并非凭借卓越的质量,而是依靠庞大的规模。这一趋势表明了一种“稀释”效应,即日益激烈的竞争降低了作者的整体盈利能力。随着市场平衡转向高产量的自动化生产,这些发现为围绕版权侵权和“合理使用”辩护的持续争论提供了关键证据。

Hacker News 上的讨论凸显了一场日益激烈的辩论,探讨生成式 AI 对图书市场的影响。虽然一些参与者认为大语言模型(LLM)可以作为大纲构思和世界观构建的有效“助手”,但另一些人则认为,人工智能生成的内容(常被称为“垃圾内容”)正充斥着市场,导致满是语意不通、粗制滥造的文字。 讨论帖的主要观点包括: * **市场稀释:** AI 出版的便利性导致大量图书涌入,使得读者越来越难以从人工智能生成的内容中筛选出高质量的作品。 * **工作流挑战:** AI 写作的支持者认为,成功的产出需要严格的人工干预,包括详细的大纲和手动编辑。然而,批评者认为,这些工具往往缺乏人类作品所具备的深度、意图和叙事连贯性。 * **发现的未来:** 许多贡献者认为,低质量内容的“过剩”最终将促使市场转向人工策划推荐、经过验证的市场,甚至是身份认证平台,以重建信任。 * **文化影响:** 持怀疑态度的人担心,长期充斥 AI 生成的文本不仅会从经济上伤害作者,还会通过用“看似合理”但空洞的内容取代深思熟虑的写作,从而降低我们集体文化的质量。
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原文

View a PDF of the paper titled Generative AI floods and dilutes the market for books, by Tuhin Chakrabarty and 3 other authors

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Abstract:Generative AI can produce book-length works of fiction at near-zero cost. These books are often dismissed as low-quality ``slop'' that buyers will ignore, and are assumed to carry little commercial weight. We test that assumption with full-text AI detection across 14,419 self-published genre-fiction books sold on Amazon from 2023 to 2026, matched to daily sales records through June 2026. None of these books disclose whether or not they contain AI-produced content. We find that books for which we detected substantial AI text ($>$ 25\%) make up a large share of the catalog but a smaller share of sales. Even so, they reach commercial scale, winning a growing share of sales over time and taking more of the scarce top-rank positions once held by books with no detected AI text. Over this period, the number of books with observed sales in a quarter grew 19.2-fold, while quarterly revenue grew only 8.9-fold. The market therefore added selling books faster than it added revenue, and revenue per selling book fell across most genres. Books with no AI text lose the most ground in genres with high AI diffusion, and most of all where Kindle Unlimited availability is high. Among top-selling books, those with substantial AI text draw on more distinctive language from existing books than do books with no AI text; for these books overlap rises with revenue, a gradient we do not detect for books with no AI text. Generative AI can thus reshape a creative market through scale rather than quality. Our results bear directly on the market-effect question at the center of the fair use defense to copyright infringement.
From: Tuhin Chakrabarty Mr [view email]
[v1] Wed, 22 Jul 2026 16:33:20 UTC (2,284 KB)
[v2] Sun, 26 Jul 2026 17:16:41 UTC (2,284 KB)
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