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Benchmarking NER on Naamapadam across 7 Indic languages. EDA + model training for Hindi/Bengali/Telugu using mBERT, XLM-R, T5, FlanT5, mT5 + LLM fine-tuning (TinyLlama, Llama-3.2, Gemma, Qwen, Mistral) + 0–5 shot inference on 9 generative models.