transformers pytorch bert token-classification mr dataset:L3Cube-MahaSocialNER arxiv:2401.00170 license:cc-by-4.0 autotrain_compatible endpoints_compatible region:us
---
datasets:
- L3Cube-MahaSocialNER
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
---


## MahaSocialNER-BERT-IOB

MahaSocialNER-BERT-IOB is a MahaBERT(<a href="https://huggingface.co/l3cube-pune/marathi-bert-v2">l3cube-pune/marathi-bert-v2</a>) model fine-tuned on L3Cube-MahaSocialNER (with IOB tags) - a social media based Marathi named entity recognition dataset. 

[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)

Non-IOB Model : <a href="https://huggingface.co/l3cube-pune/marathi-social-ner"> marathi-social-ner </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}
}
```

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>