Update README.md

README.md

@@ -63,7 +63,7 @@ The `social_impact_eval_annotations` dataset comprises analyzed social impact ev
 
 ### Dataset Sources
 - **Repository:** https://github.com/evaleval/social_impact_eval_annotations_code
-- **Paper:** _(Forthcoming)_
+- **Paper:** https://arxiv.org/pdf/2511.05613
 
 ## Uses 
 ### Direct Use
@@ -167,16 +167,19 @@ Scores should be interpreted as perceived quality of reporting practices rather
 ## Citation
 **BibTeX:**
 ```bibtex
-@article{
-    reuel2025social,
-    title={Who Measures What Matters? An Analysis of Social Impact Evaluations in Foundation Model Reporting},
-    author={Reuel, Anka and Ghosh, Avijit and Chim, Jenny and Tran, Andrew and Long, Yanan and Mickel, Jennifer and Gohar, Usman and Yadav, Srishti and Ammanamanchi, Pawan Sasanka and Allaham, Mowafak and Rahmani, Hossein A. and Akhtar, Mubashara and Friedrich, Felix and Scholz, Robert and Riegler, Michael Alexander and Batzner, Jan and Habba, Eliya and Saxena, Arushi and Kornilova, Anastassia and Wei, Kevin and Soni, Prajna and Mathew, Yohan and Klyman, Kevin and Sania, Jeba and Sahoo, Subramanyam and Bruvik, Olivia Beyer and Wang, Angelina and Goswami, Sujata and Jernite, Yacine and Talat, Zeerak and Biderman, Stella and Kochenderfer, Mykel and Koyejo, Sanmi and Solaiman, Irene},
+@misc{reuel2025social,
+    title={Who Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations},
+    author={Anka Reuel and Avijit Ghosh and Jenny Chim and Andrew Tran and Yanan Long and Jennifer Mickel and Usman Gohar and Srishti Yadav and Pawan Sasanka Ammanamanchi and Mowafak Allaham and Hossein A. Rahmani and Mubashara Akhtar and Felix Friedrich and Robert Scholz and Michael Alexander Riegler and Jan Batzner and Eliya Habba and Arushi Saxena and Anastassia Kornilova and Kevin Wei and Prajna Soni and Yohan Mathew and Kevin Klyman and Jeba Sania and Subramanyam Sahoo and Olivia Beyer Bruvik and Pouya Sadeghi and Sujata Goswami and Angelina Wang and Yacine Jernite and Zeerak Talat and Stella Biderman and Mykel Kochenderfer and Sanmi Koyejo and Irene Solaiman},
     year={2025},
+    eprint={2511.05613},
+    archivePrefix={arXiv},
+    primaryClass={cs.CY},
+    url={https://arxiv.org/abs/2511.05613},
     note={Preprint}
 }
 ```
 **APA:**
-> Reuel, A., Ghosh, A., Chim, J., Tran, A., Long, Y., Mickel, J., Gohar, U., Yadav, S., Ammanamanchi, P. S., Allaham, M., Rahmani, H. A., Akhtar, M., Friedrich, F., Scholz, R., Riegler, M. A., Batzner, J., Habba, E., Saxena, A., Kornilova, A., Wei, K., Soni, P., Mathew, Y., Klyman, K., Sania, J., Sahoo, S., Bruvik, O. B., Wang, A., Goswami, S., Jernite, Y., Talat, Z., Biderman, S., Kochenderfer, M., Koyejo, S., & Solaiman, I. (2025). Who Measures What Matters? An Analysis of Social Impact Evaluations in Foundation Model Reporting. _Preprint_.
+> Reuel, A., Ghosh, A., Chim, J., Tran, A., Long, Y., Mickel, J., Gohar, U., Yadav, S., Ammanamanchi, P. S., Allaham, M., Rahmani, H. A., Akhtar, M., Friedrich, F., Scholz, R., Riegler, M. A., Batzner, J., Habba, E., Saxena, A., Kornilova, A., Wei, K., Soni, P., Mathew, Y., Klyman, K., Sania, J., Sahoo, S., Bruvik, O. B., Sadeghi, P., Goswami, S., Wang, A., Jernite, Y., Talat, Z., Biderman, S., Kochenderfer, M., Koyejo, S., & Solaiman, I. (2025). Who evaluates AI's social impacts? Mapping coverage and gaps in first and third party evaluations (arXiv:2511.05613). arXiv. https://arxiv.org/abs/2511.05613
 
 ## Dataset Card Authors
 [Jenny Chim](mailto:c.chim@qmul.ac.uk)