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cs.CL2025
LASER: An LLM-based ASR Scoring and Evaluation Rubric
Amruta Parulekar, Preethi Jyothi
Standard ASR evaluation metrics like Word Error Rate (WER) tend to unfairly penalize morphological and syntactic nuances that do not significantly alter sentence semantics. We intr…
cs.CL2025
DeFTX: Denoised Sparse Fine-Tuning for Zero-Shot Cross-Lingual Transfer
Sona Elza Simon, Preethi Jyothi
Effective cross-lingual transfer remains a critical challenge in scaling the benefits of large language models from high-resource to low-resource languages. Towards this goal, prio…
cs.CL2025
Language-specific Neurons Do Not Facilitate Cross-Lingual Transfer
Soumen Kumar Mondal, Sayambhu Sen, Abhishek Singhania +1
Multilingual large language models (LLMs) aim towards robust natural language understanding across diverse languages, yet their performance significantly degrades on low-resource l…