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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…
cs.CL2025
Equilibrium Dynamics and Mitigation of Gender Bias in Synthetically Generated Data
Ashish Kattamuri, Arpita Vats, Harshwardhan Fartale +3
Recursive prompting with large language models enables scalable synthetic dataset generation but introduces the risk of bias amplification. We investigate gender bias dynamics acro…