Update README.md

README.md

@@ -55,7 +55,7 @@ dataset_info:
 
 - **Homepage:** [Toloka Visual Question Answering Challenge](https://toloka.ai/challenges/wsdm2023)
 - **Repository:** [WSDM Cup 2023 Starter Pack](https://github.com/Toloka/WSDMCup2023)
-- **Paper:** 
+- **Paper:** <https://arxiv.org/abs/2309.16511>
 - **Leaderboard:** [CodaLab Competition Leaderboard](https://codalab.lisn.upsaclay.fr/competitions/7434#results)
 - **Point of Contact:** [email protected]
 
@@ -81,25 +81,23 @@ After the end of the competition, public and private sets were released.
 
 Please cite the challenge results or dataset description as follows.
 
-- Ustalov D., Pavlichenko N., Likhobaba D., and Smirnova A. [WSDM Cup 2023 Challenge on Visual Question Answering](http://ceur-ws.org/Vol-3357/invited1.pdf). *Proceedings of the 4th Crowd Science Workshop on Collaboration of Humans and Learning Algorithms for Data Labeling.* Singapore, 2023, pp.&nbsp;1&ndash;7.
+- Ustalov D., Pavlichenko N., Koshelev S., Likhobaba D., and Smirnova A. [Toloka Visual Question Answering Benchmark](https://arxiv.org/abs/2309.16511). 2023. arXiv: [2309.16511 [cs.CV]](https://arxiv.org/abs/2309.16511).
 
 ```bibtex
 @inproceedings{TolokaWSDMCup2023,
-  author    = {Ustalov, Dmitry and Pavlichenko, Nikita and Likhobaba, Daniil and Smirnova, Alisa},
-  title     = {{WSDM~Cup 2023 Challenge on Visual Question Answering}},
+  author    = {Ustalov, Dmitry and Pavlichenko, Nikita and Koshelev, Sergey and Likhobaba, Daniil and Smirnova, Alisa},
+  title     = {{Toloka Visual Question Answering Benchmark}},
   year      = {2023},
-  booktitle = {Proceedings of the 4th Crowd Science Workshop on Collaboration of Humans and Learning Algorithms for Data Labeling},
-  pages     = {1--7},
-  address   = {Singapore},
-  issn      = {1613-0073},
-  url       = {http://ceur-ws.org/Vol-3357/invited1.pdf},
+  eprint    = {2309.16511},
+  eprinttype = {arxiv},
+  eprintclass = {cs.CV},
   language  = {english},
 }
 ```
 
 ### Supported Tasks and Leaderboards
 
-The Visual Question Answering.
+Grounding Visual Question Answering
 
 ### Language