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readme: minor fixes in sota models section
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stefan-it committed Nov 18, 2021
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Expand Up @@ -35,11 +35,11 @@ Flair ships with state-of-the-art models for a range of NLP tasks. For instance,

| Language | Dataset | Flair | Best published | Model card & demo
| --- | ----------- | ---------------- | ------------- | ------------- |
| English | Conll-03 (4-class) | **94.09** | *94.3 [(Yamada et al., 2018)](https://doi.org/10.18653/v1/2020.emnlp-main.523)* | [Flair English 4-class NER demo](https://huggingface.co/flair/ner-english-large) |
| English | Ontonotes (18-class) | **90.93** | *91.3 [(Yu et al., 2016)](https://www.aclweb.org/anthology/2020.acl-main.577.pdf)* | [Flair English 18-class NER demo](https://huggingface.co/flair/ner-english-ontonotes-large) |
| German | Conll-03 (4-class) | **92.31** | *90.3 [(Yu et al., 2016)](https://www.aclweb.org/anthology/2020.acl-main.577.pdf)* | [Flair German 4-class NER demo](https://huggingface.co/flair/ner-german-large) |
| Dutch | Conll-03 (4-class) | **95.25** | *93.7 [(Yu et al., 2016)](https://www.aclweb.org/anthology/2020.acl-main.577.pdf)* | [Flair Dutch 4-class NER demo](https://huggingface.co/flair/ner-dutch-large) |
| Spanish | Conll-03 (4-class) | **90.54** | *90.3 [(Yu et al., 2016)](https://www.aclweb.org/anthology/2020.acl-main.577.pdf)* | [Flair Spanish 18-class NER demo](https://huggingface.co/flair/ner-spanish-large) |
| English | Conll-03 (4-class) | **94.09** | *94.3 [(Yamada et al., 2020)](https://doi.org/10.18653/v1/2020.emnlp-main.523)* | [Flair English 4-class NER demo](https://huggingface.co/flair/ner-english-large) |
| English | Ontonotes (18-class) | **90.93** | *91.3 [(Yu et al., 2020)](https://www.aclweb.org/anthology/2020.acl-main.577.pdf)* | [Flair English 18-class NER demo](https://huggingface.co/flair/ner-english-ontonotes-large) |
| German | Conll-03 (4-class) | **92.31** | *90.3 [(Yu et al., 2020)](https://www.aclweb.org/anthology/2020.acl-main.577.pdf)* | [Flair German 4-class NER demo](https://huggingface.co/flair/ner-german-large) |
| Dutch | Conll-03 (4-class) | **95.25** | *93.7 [(Yu et al., 2020)](https://www.aclweb.org/anthology/2020.acl-main.577.pdf)* | [Flair Dutch 4-class NER demo](https://huggingface.co/flair/ner-dutch-large) |
| Spanish | Conll-03 (4-class) | **90.54** | *90.3 [(Yu et al., 2020)](https://www.aclweb.org/anthology/2020.acl-main.577.pdf)* | [Flair Spanish 18-class NER demo](https://huggingface.co/flair/ner-spanish-large) |

**New:** Most Flair sequence tagging models (named entity recognition, part-of-speech tagging etc.) are now hosted
on the [__🤗 HuggingFace model hub__](https://huggingface.co/models?library=flair&sort=downloads)! You can browse models, check detailed information on how they were trained, and even try each model out online!
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