Update README.md

README.md

@@ -20,6 +20,9 @@ tags:
 ---
 # GLiNER Guard — Unified Multitask Guardrail
 One encoder model that replaces your entire guardrail stack: safety classification, PII detection, adversarial attack detection, intent and tone analysis — all in a single forward pass.
+
+[![arXiv](https://img.shields.io/badge/arXiv-2605.05277-b31b1b.svg?style=for-the-badge&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2605.05277)
+[![Model Collection](https://img.shields.io/badge/🤗%20Model%20Collection-GLiNER%20Guard-ffd21e?style=for-the-badge)](https://huggingface.co/collections/hivetrace/gliner-guard-v1)
 ![GLiNER Guard architecture](uniencoder.png)
 
 **147M params · GLiNER2 · uniencoder · modernbert multilingual · zero-shot classification, NER and more · no LLM required**
@@ -275,4 +278,16 @@ Output:
  'intent': 'adversarial',
  'tone': 'aggressive'}
 
+```
+
+```
+@misc{minko2026glinerguardunifiedencoder,
+      title={GLiNER Guard: Unified Encoder Family for Production LLM Safety and Privacy}, 
+      author={Bogdan Minko and Sabrina Sadiekh and Evgeniy Kokuykin},
+      year={2026},
+      eprint={2605.05277},
+      archivePrefix={arXiv},
+      primaryClass={cs.CR},
+      url={https://arxiv.org/abs/2605.05277}, 
+}
 ```