Update README.md

README.md

@@ -34,7 +34,7 @@ Tokenizer utilizes `XLMTokenizer` implementation for that reason, one should loa
 HerBERT was evaluated on the [KLEJ](https://klejbenchmark.com/) benchmark, publicly available set of nine evaluation tasks for the Polish language understanding.
 It had the best average performance and obtained the best results for three of them.
 
-| Model | Average | NKJP-NER | CDSC-E | CDSC-R | CBD | PolEmo2.0-IN	|PolEmo2.0-OUT | DYK | PSC | AR	|
+| Model | Average | NKJP-NER | CDSC-E | CDSC-R | CBD | PolEmo2.0-IN\t|PolEmo2.0-OUT | DYK | PSC | AR\t|
 | :------ | ------: | ------: | ------: | ------: | ------: | ------: | ------: |  ------: | ------: | ------: |
 | herbert-klej-cased-v1 | **80.5** | 92.7 | 92.5 | 91.9 | **50.3** | **89.2** |**76.3** |52.1 |95.3 | 84.5 |
 
@@ -68,18 +68,24 @@ CC BY-SA 4.0
 ## Citation
 If you use this model, please cite the following paper:
 ```
-@misc{rybak2020klej,
-    title={KLEJ: Comprehensive Benchmark for Polish Language Understanding},
-    author={Piotr Rybak and Robert Mroczkowski and Janusz Tracz and Ireneusz Gawlik},
-    year={2020},
-    eprint={2005.00630},
-    archivePrefix={arXiv},
-    primaryClass={cs.CL}
+@inproceedings{rybak-etal-2020-klej,
+    title = "{KLEJ}: Comprehensive Benchmark for {P}olish Language Understanding",
+    author = "Rybak, Piotr  and
+      Mroczkowski, Robert  and
+      Tracz, Janusz  and
+      Gawlik, Ireneusz",
+    booktitle = "Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics",
+    month = jul,
+    year = "2020",
+    address = "Online",
+    publisher = "Association for Computational Linguistics",
+    url = "https://www.aclweb.org/anthology/2020.acl-main.111",
+    doi = "10.18653/v1/2020.acl-main.111",
+    pages = "1191--1201",
 }
 ```
-Paper is accepted at ACL 2020, as soon as proceedings appear, we will update the BibTeX.
 
 ## Authors
-Model was trained by **Allegro Machine Learning Research** team.
+The model was trained by **Allegro Machine Learning Research** team.
 
 You can contact us at: <a href="mailto:klejbenchmark@allegro.pl">klejbenchmark@allegro.pl</a>