Author

Ishwari Gondkar

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#machine learning Preprint Aug 2026

Named Entity Recognition using Sliding Window Approach

This work introduces an inference-only pipeline that extends a frozen NER model, MahaNER-BERT, fine-tuned on the MahaNER corpus, to document-level prediction via overlapping sliding windows that are merged into a single annotation, without any retraining or architectural change.

Hariom Ingle, Ronit Ghode, Ishwari Gondkar et al. · 0 citations

Jul 2026

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

It is demonstrated that task-specific, language-focused models trained on domain-relevant data remain more effective than general-purpose LLMs for Marathi NER, highlighting the continued importance of specialized architectures for low-resource language processing.

Hariom Ingle, Ronit Ghode, Ishwari Gondkar et al. · arXiv.org · 0 citations