Native-language identification (NLI) is a computational and linguistic task aimed at determining a person's native language based on their speech or writing patterns. This can involve analyzing various features, such as phonetic, syntactic, semantic, and stylistic characteristics of the language used by a speaker or writer. NLI is particularly relevant in fields such as: 1. **Linguistics**: To understand how native language influences communication styles and language transfer in multi-lingual speakers.
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