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remove excess line breaks in DeepPavlov model cards

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Aleksei Lymar authored and Julien Chaumond committed 2020-03-06 17:19:35 -05:00
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model_cards/DeepPavlov/bert-base-multilingual-cased-sentence/README.md
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# bert-base-multilingual-cased-sentence
Sentence Multilingual BERT \(101 languages, cased, 12-layer, 768-hidden, 12-heads, 180M parameters\)
is a representation-based sentence encoder for 101 languages of Multilingual BERT.
It is initialized with Multilingual BERT and then fine-tuned on english MultiNLI\[1\] and on dev set
of multilingual XNLI\[2\].
Sentence representations are mean pooled token embeddings in the same manner as in Sentence-BERT\[3\].
Sentence Multilingual BERT \(101 languages, cased, 12‑layer, 768‑hidden, 12‑heads, 180M parameters\) is a representation‑based sentence encoder for 101 languages of Multilingual BERT. It is initialized with Multilingual BERT and then fine‑tuned on english MultiNLI\[1\] and on dev set of multilingual XNLI\[2\]. Sentence representations are mean pooled token embeddings in the same manner as in Sentence‑BERT\[3\].
\[1\]: Williams A., Nangia N. & Bowman S. \(2017\) A Broad-Coverage Challenge Corpus for Sentence Understanding
through Inference. arXiv preprint [arXiv:1704.05426](https://arxiv.org/abs/1704.05426)
\[1\]: Williams A., Nangia N. & Bowman S. \(2017\) A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference. arXiv preprint [arXiv:1704.05426](https://arxiv.org/abs/1704.05426)
\[2\]: Williams A., Bowman S. \(2018\) XNLI: Evaluating Cross-lingual Sentence Representations.
arXiv preprint [arXiv:1809.05053](https://arxiv.org/abs/1809.05053)
\[2\]: Williams A., Bowman S. \(2018\) XNLI: Evaluating Cross-lingual Sentence Representations. arXiv preprint [arXiv:1809.05053](https://arxiv.org/abs/1809.05053)
\[3\]: N. Reimers, I. Gurevych \(2019\) Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.
arXiv preprint [arXiv:1908.10084](https://arxiv.org/abs/1908.10084)
\[3\]: N. Reimers, I. Gurevych \(2019\) Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks. arXiv preprint [arXiv:1908.10084](https://arxiv.org/abs/1908.10084)