Tool Cleans Wuxia Translations With LLMs
The open-source tool martial-lint cleans awkward Wuxia novel translations by running an LLM on each chapter, preserving proper nouns while improving grammar. On the 5.4M-word novel Forty Millenniums of Cultivation (about 2,700 chapters), the process cost roughly $22.75 and took 4 minutes 50 seconds using Google Gemini-2.5 Flash. The tool supports OpenRouter keys, parallel processing, and outputs fixed EPUB files.
Key Points
- 1Runs LLM per chapter to clean grammar and phrasing while preserving proper nouns and names
- 2Demonstrates low cost: $22.75 and 4m50s for ~2,700 chapters on Gemini-2.5 Flash
- 3Enables rapid batch cleanup of large EPUB novels, useful for translators, publishers, and readers
Scoring Rationale
Practical, low-cost workflow enables wide adoption; limited novelty and single-repository demonstration constrain broader industry impact.
Sources
Public references used for this report.
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