Update README.md

README.md

@@ -213,12 +213,24 @@ CC BY-SA 4.0
 ### Citation Information
 
 ```
-@misc{rybak2024polqa,
-      title={PolQA: Polish Question Answering Dataset}, 
-      author={Piotr Rybak and Piotr Przybyła and Maciej Ogrodniczuk},
-      year={2024},
-      eprint={2212.08897},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL}
+@inproceedings{rybak-etal-2024-polqa-polish,
+    title = "{P}ol{QA}: {P}olish Question Answering Dataset",
+    author = "Rybak, Piotr  and
+      Przyby{\l}a, Piotr  and
+      Ogrodniczuk, Maciej",
+    editor = "Calzolari, Nicoletta  and
+      Kan, Min-Yen  and
+      Hoste, Veronique  and
+      Lenci, Alessandro  and
+      Sakti, Sakriani  and
+      Xue, Nianwen",
+    booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)",
+    month = may,
+    year = "2024",
+    address = "Torino, Italia",
+    publisher = "ELRA and ICCL",
+    url = "https://aclanthology.org/2024.lrec-main.1125",
+    pages = "12846--12855",
+    abstract = "Recently proposed systems for open-domain question answering (OpenQA) require large amounts of training data to achieve state-of-the-art performance. However, data annotation is known to be time-consuming and therefore expensive to acquire. As a result, the appropriate datasets are available only for a handful of languages (mainly English and Chinese). In this work, we introduce and publicly release PolQA, the first Polish dataset for OpenQA. It consists of 7,000 questions, 87,525 manually labeled evidence passages, and a corpus of over 7,097,322 candidate passages. Each question is classified according to its formulation, type, as well as entity type of the answer. This resource allows us to evaluate the impact of different annotation choices on the performance of the QA system and propose an efficient annotation strategy that increases the passage retrieval accuracy@10 by 10.55 p.p. while reducing the annotation cost by 82{\%}.",
 }
 ```