Update README.md

README.md

@@ -15,10 +15,10 @@ size_categories:
 ---
 
 
-### Dataset summary
+### Dataset Summary
 
 This dataset is a DeepL -based machine translated version of the Jigsaw toxicity dataset for Finnish. The dataset is originally from a Kaggle competition https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/data.
-The dataset poses a multi-label text classification problem and includes the labels `identity_attack, insult, obscene, severe_toxicity, threat and toxicity`.
+The dataset poses a multi-label text classification problem and includes the labels `identity_attack`, `insult`, `obscene`, `severe_toxicity`, `threat` and `toxicity`.
 
 #### Example data
 
@@ -36,7 +36,7 @@ The dataset poses a multi-label text classification problem and includes the lab
 }
 ```
 
-### Data fields
+### Data Fields
 
 Fields marked as `label_` have either `0` to convey *not* having that category of toxicity in the text and `1` to convey having that category of toxicity present in the text.
 
@@ -51,7 +51,7 @@ Fields marked as `label_` have either `0` to convey *not* having that category o
 - `text`: a `string` feature.
 
 
-### Data splits
+### Data Splits
 
 The splits are the same as in the original English data.
 
@@ -59,6 +59,18 @@ The splits are the same as in the original English data.
 | -------- | -----: | ---------: |
 | Jigsaw toxicity data | 159571 | 63978 |
 
+### Evaluation Results
+
+Results from fine-tuning [TurkuNLP/bert-large-finnish-cased-v1](https://huggingface.co/TurkuNLP/bert-large-finnish-cased-v1) for multi-label toxicity detection.
+| dataset              | F1-micro    | Precision | Recall |
+| -------------------- | ----: |  ---: | ----: |
+| TurkuNLP/wikipedia-toxicity-data-fi | 0.66 | 0.58 | 0.76 |
+
+<!--- Base results from fine-tuning [bert-large-cased](https://huggingface.co/bert-large-cased) on the original English data for multi-label toxicity detection.
+| dataset              | F1-micro    | Precision | Recall |
+| -------------------- | ----: | ---: | ----: |
+| jigsaw_toxicity_pred | 0.69 | 0.59 | 0.81 | --->
+
 ### Considerations for Using the Data
 Due to DeepL terms and conditions, this dataset **must not be used for any machine translation work**, namely machine translation 
 system development and evaluation of any kind. In general, we wish you do not pair the original English data with the translations