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Updated the model card a bit.

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  1. README.md +21 -5
README.md CHANGED
@@ -24,18 +24,20 @@ based on the Wikipedia subcorpus. Evaluation of the full model will appear in a
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  ## Eval results
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- When fine-tuned (via `BertForTokenClassification`) on chunking and NER, the model outperforms multilingual BERT, achieves state-of-the-art results on the
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- former task and comes within 0.5% F1 to the SotA on the latter. The exact scores are
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  | NER | Minimal NP | Maximal NP |
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  |-----|------------|------------|
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- | 97.62% | **97.14%** | **96.97%** |
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  ### BibTeX entry and citation info
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- The training corpus, parameters and the evaluation methods are discussed in the
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- [following PhD thesis](https://hlt.bme.hu/en/publ/nemeskey_2020):
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  ```bibtex
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  @PhDThesis{ Nemeskey:2020,
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  author = {Nemeskey, Dávid Márk},
@@ -44,3 +46,17 @@ The training corpus, parameters and the evaluation methods are discussed in the
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  school = {E\"otv\"os Lor\'and University}
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  }
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  ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Eval results
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+ When fine-tuned (via `BertForTokenClassification`) on chunking and NER, the model outperforms multilingual BERT, achieves state-of-the-art results on
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+ both tasks. The exact scores are
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  | NER | Minimal NP | Maximal NP |
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  |-----|------------|------------|
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+ | **97.62%** | **97.14%** | **96.97%** |
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  ### BibTeX entry and citation info
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+ If you use the model, please cite the following papers:
 
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+ [Nemeskey, Dávid Márk (2020). "Natural Language Processing Methods for Language Modeling." PhD Thesis. Eötvös Loránd University.](https://hlt.bme.hu/en/publ/nemeskey_2020)
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+
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+ Bibtex:
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  ```bibtex
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  @PhDThesis{ Nemeskey:2020,
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  author = {Nemeskey, Dávid Márk},
 
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  school = {E\"otv\"os Lor\'and University}
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  }
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  ```
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+
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+ [Nemeskey, Dávid Márk (2021). "Introducing huBERT." In: XVII. Magyar Számítógépes Nyelvészeti Konferencia (MSZNY 2021). Szeged, pp. 3-14](https://hlt.bme.hu/en/publ/hubert_2021)
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+
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+ Bibtex:
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+ ```bibtex
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+ @InProceedings{ Nemeskey:2021a,
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+ author = {Nemeskey, Dávid Márk},
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+ title = {Introducing \texttt{huBERT}},
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+ booktitle = {{XVII}.\ Magyar Sz{\'a}m{\'i}t{\'o}g{\'e}pes Nyelv{\'e}szeti Konferencia ({MSZNY}2021)},
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+ year = 2021,
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+ pages = {TBA},
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+ address = {Szeged},
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+ }
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+ ```