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cs.CL2025
LingGym: How Far Are LLMs from Thinking Like Field Linguists?
Changbing Yang, Franklin Ma, Freda Shi +1
This paper introduces LingGym, a new benchmark that evaluates LLMs' capacity for meta-linguistic reasoning using Interlinear Glossed Text (IGT) and grammatical descriptions extract…
cs.CL2025
Blessing of Multilinguality: A Systematic Analysis of Multilingual In-Context Learning
Yilei Tu, Andrew Xue, Freda Shi
While multilingual large language models generally perform adequately, and sometimes even rival English performance on high-resource languages (HRLs), they often significantly unde…