2 papers
cs.CL2026
The Impact of Editorial Intervention on Detecting Native Language Traces
Ahmet Yavuz Uluslu, Mark Gales, Kate Knill +1
Native Language Identification (NLI) is the task of determining an author's native language (L1) from their non-native writing. With the advent of human-AI co-authorship, learner t…
cs.CL2025
Robust Native Language Identification through Agentic Decomposition
Ahmet Yavuz Uluslu, Tannon Kew, Tilia Ellendorff +2
Large language models (LLMs) often achieve high performance in native language identification (NLI) benchmarks by leveraging superficial contextual clues such as names, locations,…