Update README.md

README.md

@@ -25,7 +25,7 @@ configs:
 
 # **DAPFAM** dataset
 
-For more details on the dataset construction and baseline experimentations, see the accompanying paper: **Ayaou et al., 2025 — “DAPFAM: A Domain‑Aware Patent Retrieval Dataset Aggregated at the Family Level”[(Here)](https://doi.org/10.48550/arXiv.2506.22141) .**
+For more details on the dataset construction and full set of experimentations and results, see the accompanying paper: **Ayaou et al., 2025 — “DAPFAM: A Domain-Aware Family-level Dataset to benchmark cross domain patent retrieval”[(Here)](https://doi.org/10.48550/arXiv.2506.22141) .**
 
 
 ## Summary
@@ -63,13 +63,14 @@ dr = load_dataset("datalyes/DAPFAM_patent", "relations")
 If you find our paper or dataset helpful, please consider citing as follows:
 
 ```
-@misc{ayaou2025dapfam,
-    title={DAPFAM: A Domain-Aware Patent Retrieval Dataset Aggregated at the Family Level},
-    author={Iliass Ayaou and Denis Cavallucci and Hicham Chibane},
-    year={2025},
-    eprint={2506.22141},
-    archivePrefix={arXiv},
-    primaryClass={cs.CL}
+@misc{ayaou2025dapfamdomainawarefamilyleveldataset,
+      title={DAPFAM: A Domain-Aware Family-level Dataset to benchmark cross domain patent retrieval}, 
+      author={Iliass Ayaou and Denis Cavallucci and Hicham Chibane},
+      year={2025},
+      eprint={2506.22141},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2506.22141}, 
 }
 ```