Update README.md

README.md

@@ -37,6 +37,8 @@ The creation and training of the Bielik-11B-v2.3-Instruct was propelled by the s
 enabling the use of cutting-edge technology and computational resources essential for large-scale machine learning processes. 
 As a result, the model exhibits an exceptional ability to understand and process the Polish language, providing accurate responses and performing a variety of linguistic tasks with high precision.
 
+📚 Technical report: https://arxiv.org/abs/2505.02410
+
 🗣️ Chat Arena<span style="color:red;">*</span>: https://arena.speakleash.org.pl/
 
 <span style="color:red;">*</span>Chat Arena is a platform for testing and comparing different AI language models, allowing users to evaluate their performance and quality.
@@ -329,6 +331,15 @@ Bielik-11B-v2.3-Instruct can produce factually incorrect output, and should not
 Please cite this model using the following format:
 
 ```
+@misc{ociepa2025bielik11bv2technical,
+      title={Bielik 11B v2 Technical Report}, 
+      author={Krzysztof Ociepa and Łukasz Flis and Krzysztof Wróbel and Adrian Gwoździej and Remigiusz Kinas},
+      year={2025},
+      eprint={2505.02410},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2505.02410}, 
+}
 @misc{Bielik11Bv21i,
     title     = {Bielik-11B-v2.3-Instruct model card},
     author    = {Ociepa, Krzysztof and Flis, Łukasz and Kinas, Remigiusz and Gwoździej, Adrian and Wróbel, Krzysztof and {SpeakLeash Team} and {Cyfronet Team}},
@@ -337,11 +348,6 @@ Please cite this model using the following format:
     note      = {Accessed: 2024-09-16}, % change this date
     urldate   = {2024-09-16} % change this date
 }
-@unpublished{Bielik11Bv23a,
-  author = {Ociepa, Krzysztof and Flis, Łukasz and Kinas, Remigiusz and Gwoździej, Adrian and Wróbel, Krzysztof},
-  title  = {Bielik: A Family of Large Language Models for the Polish Language - Development, Insights, and Evaluation},
-  year   = {2024},
-}
 @misc{ociepa2024bielik7bv01polish,
       title={Bielik 7B v0.1: A Polish Language Model -- Development, Insights, and Evaluation}, 
       author={Krzysztof Ociepa and Łukasz Flis and Krzysztof Wróbel and Adrian Gwoździej and Remigiusz Kinas},