Update README.md

README.md

@@ -136,4 +136,21 @@ Fine-tuning was performed using LoRA adapters on the pre-trained `google/flan-t5
 - **Save strategy:** per epoch  
 - **DDP parameters:**  
   - `ddp_find_unused_parameters=False`  
-  - `ddp_backend="nccl"`
+  - `ddp_backend="nccl"`
+
+
+# Citation
+
+If you use this models for scientific purposes, **please cite the following paper**:
+
+```
+@misc{vossel2025advancingnaturallanguageformalization,
+      title={Advancing Natural Language Formalization to First Order Logic with Fine-tuned LLMs}, 
+      author={Felix Vossel and Till Mossakowski and Björn Gehrke},
+      year={2025},
+      eprint={2509.22338},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2509.22338}, 
+}
+```