CLNov 5, 2024

Learning to Write Rationally: How Information Is Distributed in Non-Native Speakers' Essays

arXiv:2411.03550v123 citationsh-index: 1EMNLP
Originality Synthesis-oriented
AI Analysis

This research addresses language acquisition and communication clarity for non-native speakers, providing incremental insights into universal patterns in L2 writing.

The study investigated how second language learners distribute information in essays, finding that higher proficiency reduces uncertainty while maintaining informativeness, but uniformity of distribution is largely universal across different native language backgrounds and proficiency levels.

People tend to distribute information evenly in language production for better and clearer communication. In this study, we compared essays written by second language learners with various native language (L1) backgrounds to investigate how they distribute information in their non-native language (L2) production. Analyses of surprisal and constancy of entropy rate indicated that writers with higher L2 proficiency can reduce the expected uncertainty of language production while still conveying informative content. However, the uniformity of information distribution showed less variability among different groups of L2 speakers, suggesting that this feature may be universal in L2 essay writing and less affected by L2 writers' variability in L1 background and L2 proficiency.

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