2 papers
cs.CL2026
How Perturbations Propagate: A Multi-Level Analysis of Robustness in Large Language Models
Dun Li Chan, Emily Liu, Niyathi Allu +1
Language models encounter typos, corrupted text, altered words, and disrupted token order, yet robustness is usually evaluated only through output behavior. We study how six natura…
cs.CL2026
Can Linguistically Related Languages Guide LLM Translation in Low-Resource Settings?
Aishwarya Ramasethu, Niyathi Allu, Rohin Garg +2
Large Language Models (LLMs) have achieved strong performance across many downstream tasks, yet their effectiveness in extremely low-resource machine translation remains limited. S…