Update README.md

README.md

@@ -24,7 +24,7 @@ tags:
 ‼️If the full model does not fit in your setup, you can use the official [4-bit quantized version](https://huggingface.co/IMISLab/Maistros-8B-Instruct-4bit), which uses 65% less memory.‼️
 
 We introduce Maistros-8B-Instruct, a Greek-adapted LLM based on `mistralai/Ministral-3-8B-Instruct-2512-BF16` fine-tuned using Low-Rank Adaptation (LoRA) on [CulturaQA](https://huggingface.co/datasets/IMISLab/CulturaQA).   
-For information regarding the model training, validation and evaluation, as well as its limitations see the [arxiv preprint](). 
+For information regarding the model training, validation and evaluation, as well as its limitations see the [arxiv preprint](https://arxiv.org/abs/2605.01870). 
 
 <div align="center">
   <img src="Maistros-Greek.png" width="70%" alt="Maistros Greek logo"/>
@@ -128,5 +128,14 @@ karacap@upatras.gr
 ## Citation
 
 ```
-TBA
+@misc{
+  giarelis2026maistrosgreeklargelanguage,
+  title = {Maistros: A Greek Large Language Model Adapted Through Knowledge Distillation From Large Reasoning Models}, 
+  author = {Nikolaos Giarelis and Charalampos Mastrokostas and Nikos Karacapilidis},
+  year = {2026},
+  eprint = {2605.01870},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.CL},
+  url = {https://arxiv.org/abs/2605.01870}, 
+}
 ```