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pip install smolagents gradio_client1from tool import AWEDFiNERTool
2
3tool = AWEDFiNERTool(
4 space_id="prachuryyaIITG/AWED-FiNER"
5)
6
7result = tool.forward(
8 text="Jude Bellingham joined Real Madrid in 2023.",
9 language="English"
10)
11
12print(result)1@inproceedings{kaushik-etal-2026-aptfiner,
2 title = {APTFiNER: Annotation Preserving Translation for Fine-grained Named Entity Recognition},
3 author = {Kaushik, Prachuryya and Gupta, Adittya and Maurya, Ajanta and Sharma, Gautam and Saradhi, V. V. and Anand, Ashish},
4 booktitle = {Proceedings of the Fifteenth Language Resources and Evaluation Conference (LREC 2026)},
5 month = {May},
6 year = {2026},
7 pages = {7668--7680},
8 address = {Palma, Mallorca, Spain},
9 publisher = {European Language Resources Association (ELRA)},
10 doi = {10.63317/3w7rv4rg7nty}
11}
12
13@misc{kaushik2026awedpiperagentswebapplications,
14 title={AWED-PIPER: Agents, Web Applications & Expert Detectors for Personally Identifiable Information Protection & Fine-grained Named Entity Recognition across 36 languages for 6.6 Billion Speakers},
15 author={Prachuryya Kaushik and Ashish Anand},
16 year={2026},
17 eprint={2601.10161},
18 archivePrefix={arXiv},
19 primaryClass={cs.CL},
20 url={https://arxiv.org/abs/2601.10161},
21}
22
23@inproceedings{kaushik2026sampurner,
24 title={SampurNER: Fine-Grained Named Entity Recognition Dataset for 22 Indian Languages},
25 volume={40},
26 url={https://ojs.aaai.org/index.php/AAAI/article/view/40405},
27 DOI={10.1609/aaai.v40i37.40405},
28 number={37},
29 journal={Proceedings of the AAAI Conference on Artificial Intelligence},
30 author={Kaushik, Prachuryya and Anand, Ashish},
31 year={2026},
32 month={Mar.},
33 pages={31410-31418}
34}
35
36
37@inproceedings{fetahu2023multiconer,
38 title={MultiCoNER v2: a Large Multilingual dataset for Fine-grained and Noisy Named Entity Recognition},
39 author={Fetahu, Besnik and Chen, Zhiyu and Kar, Sudipta and Rokhlenko, Oleg and Malmasi, Shervin},
40 booktitle={Findings of the Association for Computational Linguistics: EMNLP 2023},
41 pages={2027--2051},
42 year={2023}
43}