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Table 1.

Summary of the reviewed Named Entity Recognition (NER) research works.

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Fig 1.

System architecture.

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Table 2.

Sample Bangla-MedER Entries (English Translation).

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Fig 2.

Indicating the number of observations per entity.

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Table 3.

Class-wise and overall evaluation metrics for MedER task.

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Fig 3.

Data preprocessing process of MedER.

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Fig 4.

Proposed-model.

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Fig 5.

Confusion matrix of the proposed model.

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Fig 6.

Accuracy of different transformer models on the our data.

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Fig 7.

Different evaluation metrics of One layer BERT vs Multi layer BERT.

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