Named entity recognition (NER) is a fundamental task in many natural language processing (NLP) applications. such as text summarization and semantic information retrieval. Recently. deep neural networks (NNs) with the attention mechanism yield excellent performance in NER by taking advantage of character-level and word-level representation learning. https://jalyttlers.shop/product-category/stacking-tumblers/