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@@ -65,14 +65,16 @@ Future updates will focus on:
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  - Refining data quality through ongoing cleaning and validation processes.
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  ## Citaion
 
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  ```
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- @dataset{bijary_persian_gender_by_name_2024,
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- author = {Farbod Bijary},
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- title = {Persian Gender Detection by Name},
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- year = {2024},
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- publisher = {Hugging Face},
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- license = {Apache-2.0},
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- url = {https://huggingface.co/datasets/farbodbij/persian-gender-by-name},
 
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  }
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  ```
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  ## Acknowledgments
 
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  - Refining data quality through ongoing cleaning and validation processes.
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  ## Citaion
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+ To use please cite the following paper:
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  ```
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+ @misc{bijary2025agenticusernamesuggestionmultimodal,
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+ title={Agentic Username Suggestion and Multimodal Gender Detection in Online Platforms: Introducing the PNGT-26K Dataset},
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+ author={Farbod Bijary and Mohsen Ebadpour and Amirhosein Tajbakhsh},
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+ year={2025},
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+ eprint={2509.11136},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.LG},
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+ url={https://arxiv.org/abs/2509.11136},
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  }
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  ```
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  ## Acknowledgments