Update README.md

README.md

@@ -51,3 +51,25 @@ configs:
   - split: test
     path: data/test-*
 ---
+
+# LAU eval dataset
+
+This dataset was created while evaluating and comparing the models trained with Listen Attend Understand regularization and our [E2E-ST model](https://huggingface.co/RobotsMali/st-soloni-114m-tdt-ctc).
+The audio is from jeli-asr test set; the regularization loss weight lambda in the paper is represented by the character "k" in the fields of this dataset, each field represent a model with a specific decoding strategy (CTC or TDT)
+
+---
+## Citation
+
+```bibtex
+@misc{diarra2025lau,
+      title={Listen, Attend, Understand: a Regularization Technique for stable E2E Speech Translation training on High Variance labels},
+      author={Diarra, Yacouba and Leventhal, Michael},
+      year={2025},
+      eprint={2512.XXXXX},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2512.XXXXX}, 
+}
+
+```
+