Update README.md

README.md

@@ -13,14 +13,16 @@ tags:
 <br>
 
 # News 📢
-- 📘 `2025/09/24`: Published a [Responsible AI Technical Report](https://huggingface.co/K-intelligence/Llama-SafetyGuard-Content-Binary/resolve/main/assets/RAI_Technical_Report.pdf)
-- ⚡️`2025/09/24`: Released SafetyGuard Model collection on Hugging Face🤗.
+- 📑 `2025/10/01`: Published a [Research Paper](https://arxiv.org/abs/2509.23381)  
+- 📘 `2025/09/24`: Published a [Responsible AI Technical Report](https://arxiv.org/abs/2509.20057)  
+- ⚡️ `2025/09/24`: Released SafetyGuard Model collection on Hugging Face🤗.
 <br>
 <br>
 
 # Overview
 ## Description
-**SafetyGuard :: Content Binary Guard** is a streaming-aware safety classifier built with Llama.
+**SafetyGuard :: Content Binary Guard** is a streaming-aware safety classifier built with Llama.  
+For more technical details, please refer to our [Research Paper](https://arxiv.org/abs/2509.23381).
 
 
 ## What it does
@@ -134,7 +136,7 @@ def guard_stream(response_chunks, step_chars: int = 100, tau: float = 0.5):
 |                             | Sensitive Uses              | Content providing advice in specialized domains that may significantly influence user decision-making beyond the scope of basic domain-specific knowledge. |
 | **Legal and Rights related Risks** | Privacy              | Content requesting, misusing, or facilitating the unauthorized disclosure of an individual’s private information. |
 |                             | Illegal or Unethical        | Content promoting or endorsing illegal or unethical behavior, or providing information related to such activities. |
-|                             | Copyrights                  | Content requesting or encouraging violations of copyright or security as defined. |
+|                             | Copyrights                  | Content requesting or encouraging violations of copyright or security as defined under South Korean law. |
 |                             | Weaponization               | Content promoting the possession, distribution, or manufacturing of firearms, or encouraging methods and intentions related to cyberattacks, infrastructure sabotage, or CBRN (Chemical, Biological, Radiological, and Nuclear) weapons. |
 
 
@@ -184,5 +186,19 @@ KT proprietary evaluation dataset
 ## License
 This model is released under the [Llama 3.1 Community License Agreement](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B/blob/main/LICENSE).
 
+
+## Citation
+ 
+```
+@misc{lee2025guardvectorenglishllm,
+      title={Guard Vector: Beyond English LLM Guardrails with Task-Vector Composition and Streaming-Aware Prefix SFT}, 
+      author={Wonhyuk Lee and Youngchol Kim and Yunjin Park and Junhyung Moon and Dongyoung Jeong and Wanjin Park},
+      year={2025},
+      eprint={2509.23381},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2509.23381}, 
+}
+```
 ## Contact 
 Technical Inquiries: [[email protected]](mailto:[email protected])