Update README.md

README.md

@@ -40,19 +40,59 @@ Learning Rate: 5e-5 <br>
 Weight Decay: 0.01 <br>
 Batch Size: 64 <br>
 
+## Contributors
+[Prachuryya Kaushik](https://www.linkedin.com/in/pkabundant/) <br>
+[Prof. Ashish Anand](https://www.linkedin.com/in/anandashish/)
+
+CLASSER is a part of the [AWED-FiNER collection](https://huggingface.co/collections/prachuryyaIITG/awed-finer). Please check: [**Paper**](https://huggingface.co/papers/2601.10161) | [**Agentic Tool**](https://github.com/PrachuryyaKaushik/AWED-FiNER) | [**Interactive Demo**](https://huggingface.co/spaces/prachuryyaIITG/AWED-FiNER)
+
+## Sample Usage
+
+The AWED-FiNER agentic tool can be used to interact with expert models trained using this framework. Below is an example:
+```bash
+pip install smolagents gradio_client
+```
+```python
+from tool import AWEDFiNERTool
+
+tool = AWEDFiNERTool(
+    space_id="prachuryyaIITG/AWED-FiNER"
+)
+
+result = tool.forward(
+    text="Jude Bellingham joined Real Madrid in 2023.",
+    language="English"
+)
+
+print(result)
+```
 
 ## Citation
 
 If you use this model, please cite the following papers:
 
 ```bibtex
-@inproceedings{kaushik2025classer,
-  title     = {{CLASSER}: Cross-lingual Annotation Projection enhancement through Script Similarity for Fine-grained Named Entity Recognition},
-  author    = {Kaushik, Prachuryya and Anand, Ashish},
-  booktitle = {Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics},
-  year      = {2025},
-  publisher = {Association for Computational Linguistics},
-  note      = {Main conference paper}
+@inproceedings{kaushik-anand-2025-classer,
+    title = "{CLASSER}: Cross-lingual Annotation Projection enhancement through Script Similarity for Fine-grained Named Entity Recognition",
+    author = "Kaushik, Prachuryya  and
+      Anand, Ashish",
+    booktitle = "Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics",
+    month = dec,
+    year = "2025",
+    address = "Mumbai, India",
+    publisher = "The Asian Federation of Natural Language Processing and The Association for Computational Linguistics",
+    url = "https://aclanthology.org/2025.ijcnlp-long.94/",
+    pages = "1745--1760",
+    ISBN = "979-8-89176-298-5",
+}
+
+@misc{kaushik2026awedfiner,
+  title        = {AWED-FiNER: Agents, Web Applications, and Expert Detectors for Fine-grained Named Entity Recognition across 36 Languages for 6.6 Billion Speakers},
+  author       = {Kaushik, Prachuryya and Anand, Ashish},
+  year         = {2026},
+  note         = {arXiv preprint, submitted},
+  archivePrefix= {arXiv},
+  eprint       = {submit/7163987}
 }
 
 @inproceedings{kaushik2026sampurner,