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  # Dataset description
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- This dataset space is a guide on how to make a similar dataset to the one used in XXX.
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  ## Steps to Create Your Own Dataset
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  1. data_collection
@@ -27,17 +27,16 @@ This guide have been released along side with the article: Named Entity Recognit
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  To use this guide please cite the following:
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  ```
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- @article{Katranis2025Access,
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- author = {Ioannis Katranis and Christos Troussas and Akrivi Krouska and Phivos Mylonas and Cleo Sgouropoulou},
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- title = {Named Entity Recognition and News Article Classification: A Lightweight Approach},
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- journal = {IEEE Access},
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- year = {2025},
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- pages = {1--1},
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- issn = {2169-3536},
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- doi = {10.1109/ACCESS.2025.3605709},
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- url = {https://ieeexplore.ieee.org/document/11148234},
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- note = {Early Access},
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- month = sep
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- }
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  ```
 
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  # Dataset description
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+ This dataset space is a guide on how to make a similar dataset to the one used in the article: Named Entity Recognition and News Article Classification: A Lightweight Approach. .
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  ## Steps to Create Your Own Dataset
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  1. data_collection
 
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  To use this guide please cite the following:
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  ```
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+ @ARTICLE{11148234,
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+ author={Katranis, Ioannis and Troussas, Christos and Krouska, Akrivi and Mylonas, Phivos and Sgouropoulou, Cleo},
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+ journal={IEEE Access},
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+ title={Named Entity Recognition and News Article Classification: A Lightweight Approach},
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+ year={2025},
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+ volume={13},
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+ number={},
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+ pages={155031-155046},
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+ keywords={Accuracy;Transformers;Pipelines;Named entity recognition;Computational modeling;Vocabulary;Tagging;Real-time systems;Benchmark testing;Training;Distilled transformer;edge-deployable model;multiclass news-topic classification;named entity recognition},
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+ doi={10.1109/ACCESS.2025.3605709}}
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+
 
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  ```