Ahmet Yavuz Uluslu

Robust Native Language Identification through Agentic Decomposition

2025 · arXiv (Cornell University)

Large language models (LLMs) often achieve high performance in native language identification (NLI) benchmarks by leveraging superficial contextual clues such as names, locations, and cultural stereotypes, rather than the underlying linguistic patterns indicative of native …