Update README.md

README.md

@@ -26,7 +26,9 @@ This repository contains information about Russian Paradetox dataset -- the firs
 
 ## ParaDetox Collection Pipeline
 
-The ParaDetox Dataset collection was done via [Yandex.Toloka](https://toloka.yandex.com/) crowdsource platform. The collection was done in three steps:
+<img alt="Collection Pipeline" src="generation_pipeline_blue-1.png">
+
+The ParaDetox Dataset collection was done via [Toloka.ai](https://toloka.ai) crowdsource platform. The collection was done in three steps:
 * *Task 1:* **Generation of Paraphrases**: The first crowdsourcing task asks users to eliminate toxicity in a given sentence while keeping the content.
 * *Task 2:* **Content Preservation Check**:  We show users the generated paraphrases along with their original variants and ask them to indicate if they have close meanings.
 * *Task 3:* **Toxicity Check**: Finally, we check if the workers succeeded in removing toxicity.
@@ -36,14 +38,19 @@ All these steps were done to ensure high quality of the data and make the proces
 ## Detoxification model
 The first *seqseq* SOTA for the detoxification task in Russian -- ruT5 (base) model fine-tuned on the Russian ParaDetox dataset -- we released online in HuggingFace🤗 repository [here](https://huggingface.co/s-nlp/ruT5-base-detox).
 
-You can also check out our [demo](https://detoxifier.nlp.zhores.net/junction/) and telegram [bot](https://t.me/rudetoxifierbot).
+Also, we release the toxicity classifier 🤗[here](https://huggingface.co/s-nlp/russian_toxicity_classifier)
+
+[Old Versions] You can also check out our [demo](https://detoxifier.nlp.zhores.net/junction/) and telegram [bot](https://t.me/rudetoxifierbot).
 
 ## Citation
 
 ```
-@article{dementievarusse,
-  title={RUSSE-2022: Findings of the First Russian Detoxification Shared Task Based on Parallel Corpora},
-  author={Dementieva, Daryna and Logacheva, Varvara and Nikishina, Irina and Fenogenova, Alena and Dale, David and Krotova, Irina and Semenov, Nikita and Shavrina, Tatiana and Panchenko, Alexander}
+@article{Dementieva2022RUSSE2022FO,
+	title        = {{RUSSE-2022: Findings of the First Russian Detoxification Shared Task Based on Parallel Corpora}},
+	author       = {Daryna Dementieva and Varvara Logacheva and Irina Nikishina and Alena Fenogenova and David Dale and I. Krotova and Nikita Semenov and Tatiana Shavrina and Alexander Panchenko},
+	year         = 2022,
+	journal      = {COMPUTATIONAL LINGUISTICS AND INTELLECTUAL TECHNOLOGIES},
+	url          = {https://api.semanticscholar.org/CorpusID:253169495}
 }
 ```
 and