transformers pytorch bert token-classification mr dataset:L3Cube-MahaSocialNER dataset:L3Cube-MahaNER arxiv:2401.00170 license:cc-by-4.0 autotrain_compatible endpoints_compatible region:us
---
datasets:
- L3Cube-MahaSocialNER
- L3Cube-MahaNER
language: mr
license: cc-by-4.0
widget:
- text: सोलापूर जिल्ह्यातील माळशिरस तालुक्यात जाधववाडी येथे विजय गंगाप्रकल्पाचा शुभारंभ
    केला हे जलसंधारणाचे एकूण 28 किमीचे 3 टप्प्यात काम होत असून पहिल्या 10 किमीचे काम
    पूर्ण झाले आहे
---


## MahaMixedNER-BERT

MahaMixedNER-BERT is a MahaBERT(<a href="https://huggingface.co/l3cube-pune/marathi-bert-v2">l3cube-pune/marathi-bert-v2</a>) model fine-tuned on L3Cube-MahaNER + MahaSocialNER - a Marathi named entity recognition datasets. 

[dataset link] (https://github.com/l3cube-pune/MarathiNLP)

More details on the dataset, models, and baseline results can be found in our [paper] (http://arxiv.org/abs/2401.00170)

IOB Model : <a href="https://huggingface.co/l3cube-pune/marathi-mixed-ner-iob"> marathi-mixed-ner-iob </a>

Citing:
```
@article{chaudhari2023l3cube,
  title={L3Cube-MahaSocialNER: A Social Media based Marathi NER Dataset and BERT models},
  author={Chaudhari, Harsh and Patil, Anuja and Lavekar, Dhanashree and Khairnar, Pranav and Joshi, Raviraj},
  journal={arXiv preprint arXiv:2401.00170},
  year={2023}
}
```
```
@InProceedings{litake-EtAl:2022:WILDRE6,
  author    = {Litake, Onkar  and  Sabane, Maithili Ravindra  and  Patil, Parth Sachin  and  Ranade, Aparna Abhijeet  and  Joshi, Raviraj},
  title     = {L3Cube-MahaNER: A Marathi Named Entity Recognition Dataset and BERT models},
  booktitle      = {Proceedings of The WILDRE-6 Workshop within the 13th Language Resources and Evaluation Conference},
  month          = {June},
  year           = {2022},
  address        = {Marseille, France},
  publisher      = {European Language Resources Association},
  pages     = {29--34}
}
```
Other models from the family:<br>
Marathi NER : <a href="https://huggingface.co/l3cube-pune/marathi-ner"> marathi-ner </a> <br>
Marathi NER IOB : <a href="https://huggingface.co/l3cube-pune/marathi-ner-iob"> marathi-ner-iob </a> <br>
Marathi Social NER : <a href="https://huggingface.co/l3cube-pune/marathi-social-ner"> marathi-social-ner </a> <br>
Marathi Social NER IOB : <a href="https://huggingface.co/l3cube-pune/marathi-social-ner-iob"> marathi-social-ner-iob </a> <br>
Marathi Mixed NER (MahNER + MahaSocialNER) : <a href="https://huggingface.co/l3cube-pune/marathi-mixed-ner"> marathi-mixed-ner </a> <br>
Marathi Mixed NER IOB (MahNER IOB + MahaSocialNER IOB) : <a href="https://huggingface.co/l3cube-pune/marathi-mixed-ner-iob"> marathi-mixed-ner-iob </a> <br>