{"slug": "matriarchy-classics-a-computational-approach-to-swap-only-gendered-words-in", "title": "Matriarchy Classics: A Computational Approach to Swap Only Gendered Words in Classic Novels", "summary": "A paper posted to arXiv (2611.07134v1) proposes a computational method that gender-swaps public-domain novels while guaranteeing that only gendered words are inverted and all other words remain unchanged, a task the authors say both large language models and naive rule-based methods fail to complete. The method combines a custom whitespace-preserving tokenizer, gender-swap mappings across plural and possessive forms, pronoun handling, and a character renaming strategy, cutting the work from weeks of manual labor to minutes. The authors demonstrate it on Pride and Prejudice and The Great Gatsby, and argue gender-swapped novels could serve as tools to investigate the gender biases of readers, authors, societies, and AI systems.", "body_md": "arXiv:2611.07134v1 Announce Type: new \nAbstract: This paper proposes a trustworthy computational method to gender-swap public domain novels, with programmatic guarantees that only gendered words are inverted and all other words are left unchanged. This may seem like a simple task, but both large language models and naive rule-based methods fail to complete it. The proposed method includes a custom whitespace-preserving tokenizer, gender-swap mappings across plural and possessive forms, pronoun handling, and a character renaming strategy. It shortens the time required to gender-swap a novel from weeks of manual labor to minutes. The method is demonstrated on two public-domain novels. Pride and Prejudice is transported to matriarchal Regency England, where inheritance flows through daughters, mothers rule the household, and a frantic Mr. Bennet is determined to secure advantageous marriages for his sons. The Great Gatsby pivots to a matriarchal Jazz Age where newly-rich Ms. Gatsbee throws lavish parties in the hopes of reuniting with her lost love, David, who is now married to the violent Thelma Buchanan. Gender-swapped novels could serve as useful tools to investigate the gender biases of readers, authors, societies, and AI systems.", "url": "https://wpnews.pro/news/matriarchy-classics-a-computational-approach-to-swap-only-gendered-words-in", "canonical_source": "https://arxiv.org/abs/2611.07134", "published_at": "2026-11-06 05:00:00+00:00", "updated_at": "2026-11-06 05:19:36.194151+00:00", "lang": "en", "topics": ["natural-language-processing", "large-language-models", "ai-research", "ai-ethics"], "entities": ["arXiv", "Pride and Prejudice", "The Great Gatsby", "Mr. Bennet", "Ms. Gatsbee", "Thelma Buchanan"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/matriarchy-classics-a-computational-approach-to-swap-only-gendered-words-in", "markdown": "https://wpnews.pro/news/matriarchy-classics-a-computational-approach-to-swap-only-gendered-words-in.md", "text": "https://wpnews.pro/news/matriarchy-classics-a-computational-approach-to-swap-only-gendered-words-in.txt", "jsonld": "https://wpnews.pro/news/matriarchy-classics-a-computational-approach-to-swap-only-gendered-words-in.jsonld"}}