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BERT-based Models vs. Large Language Models for Low-Resource Named Entity Recognition: A Comparative Study on Marathi

arXiv cs.CL · 2026-07-28 Cached

This paper compares fine-tuned MahaBERT-based models with large language models (Gemini, LLaMA-3.3-70B, Gemma) for Marathi named entity recognition, finding that the specialized BERT models significantly outperform the LLMs, achieving F1-scores of 0.88–0.91 versus 0.57–0.69.

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#marathi

Structure-Preserving Document Translation via Multi-Stage LLM Pipeline: A Case Study in Marathi

arXiv cs.CL · 2026-06-30 Cached

This paper presents a multi-stage LLM pipeline for structure-preserving Marathi-to-English translation of government documents, integrating layout-aware OCR and HTML reconstruction to maintain formatting and domain terminology.

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