Native Language Identification

Native Language Identification (NLI) is a task in the field of natural language processing that aims to identify an author's native language (L1) solely through their writing content in a second language (L2). The goal of this task is to accurately determine the author's original language background by analyzing linguistic features and patterns. NLI has significant application value in cross-linguistic communication, language instruction, machine translation, and personalized text recommendations.