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README.md

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 # Nordic Roberta Wikipedia
 ## Description
-This is a sample reference model for Flax/Jax training using only Wikipedia.
+Nord roberta model trainined on the swedish danish and norwegian wikipedia.
+
+## Evaluation
+Evaluation on Named Entity recognition in Danish.
+
+I finetuned each model on 3 epochs on DaNE, repeated it 5 times for each model, and calculated 95% confidence intervals for the means. Here are the results:
+xlm-roberta-base : 88.01 +- 0.43
+flax-community/nordic-roberta-wiki: 85.75 +- 0.69 (this model)
+Maltehb/danish-bert-botxo: 85.38 +- 0.55
+flax-community/roberta-base-danish:  80.14 +- 1.47
+flax-community/roberta-base-scandinavian : 78.03 +- 3.02
+Maltehb/-l-ctra-danish-electra-small-cased: 57.87 +- 3.19
+NbAiLab/nb-bert-base : 30.24 +- 1.21
+Randomly initialised RoBERTa model: 19.79 +- 2.00
+
+Evaluation on Sentiment analysis in Dansish
+Here are the results on test set, where each model has been trained 5 times, and the “+-” refers to a 95% confidence interval of the mean score:
+Maltehb/danish-bert-botxo: 65.19 +- 0.53
+NbAiLab/nb-bert-base : 63.80 +- 0.77
+xlm-roberta-base : 63.55 +- 1.59
+flax-community/nordic-roberta-wiki : 56.46 +- 1.77
+flax-community/roberta-base-danish : 54.73 +- 8.96
+flax-community/roberta-base-scandinavian : 44.28 +- 9.21
+Maltehb/-l-ctra-danish-electra-small-cased : 47.78 +- 12.65
+Randomly initialised RoBERTa model: 36.96 +- 1.02
+Maltehb/roberta-base-scandinavian : 33.65 +- 8.32
+
+## Model series
+This model is part of a series of models training on TPU with Flax Jax during Huggingface Flax/Jax challenge.
+
+## Gpt models
+
+## Swedish Gpt
+https://huggingface.co/birgermoell/swedish-gpt/
+
+## Swedish gpt wiki
+https://huggingface.co/flax-community/swe-gpt-wiki
+
+# Nordic gpt wiki
+https://huggingface.co/flax-community/nordic-gpt-wiki
+
+## Dansk gpt wiki
+https://huggingface.co/flax-community/dansk-gpt-wiki
+
+## Norsk gpt wiki
+https://huggingface.co/flax-community/norsk-gpt-wiki
+
+## Roberta models
+
+## Nordic Roberta Wiki
+https://huggingface.co/flax-community/nordic-roberta-wiki
+
+## Swe Roberta Wiki Oscar
+https://huggingface.co/flax-community/swe-roberta-wiki-oscar
+
+## Roberta Swedish Scandi
+https://huggingface.co/birgermoell/roberta-swedish-scandi
+
+## Roberta Swedish
+https://huggingface.co/birgermoell/roberta-swedish
+
+## Swedish T5 model
+https://huggingface.co/birgermoell/t5-base-swedish
+
+