
Chunking for Multilingual Content — Language-Aware Splitting
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4 days
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What you get with this Offer
I will implement language-aware chunking for your multilingual document corpus — detecting document language, applying language-specific tokenisation and sentence boundary detection, handling mixed-language documents that switch languages mid-section, and configuring language-appropriate chunk sizes based on the average token-to-character ratios of each language. Multilingual chunking with language-agnostic character-count splitting produces inconsistent chunk sizes across languages — Chinese text at 512 characters contains far more semantic content than English text at 512 characters because Chinese characters represent morphemes where English characters represent phonemes; language-aware token-based splitting produces semantically equivalent chunks across languages.
The implementation covers language detection per document and section, language-specific tokeniser integration, sentence boundary detection for each supported language, mixed-language document handling, token-based chunk size calibration per language, and retrieval quality comparison across languages.
The implementation covers language detection per document and section, language-specific tokeniser integration, sentence boundary detection for each supported language, mixed-language document handling, token-based chunk size calibration per language, and retrieval quality comparison across languages.
What the Freelancer needs to start the work
Please share your document corpus and its language distribution, your supported languages, your embedding model's multilingual capability, your vector store, and your retrieval quality requirements per language.
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