Update README.md

README.md

@@ -6,14 +6,98 @@ language:
 - fi
 tags:
 - toxicity
-- multi-label
 size_categories:
 - 1K<n<10K
 ---
 
+### Suomi-24-toxicity-annotated
 
+This dataset includes comments from Suomi24 sampled using predictions from a toxicity classifier. The comments were taken in intervals for each label. The process of sampling emphasized difficult borderline cases. 500 comments were sampled for each label.
+The annotation process used the labels from Perspective, used e.g. for `TurkuNLP/wikipedia-toxicity-data-fi`. Instead of multi-label, we annotated each comment only for one label, although a couple comments appear in two labels.
+Process of annotation included initial annotation of 100-200 comments followed by a discussion and final annotations. Raw data can be found from [here](https://github.com/TurkuNLP/toxicity-classifier/tree/main/annotations/raw_annotations).
 
-### Licensing Information
+Examples that made it to the dataset are ones that had unanimous agreement or were resolved through discussion.
+
+
+## Label definitions taken from Perspective API
+
+THREAT: Describes an intention to inflict pain, injury, or violence against an individual or group.
+THREATENING: Language that is threatening or encouraging violence or harm, including self-harm.
+
+PROFANITY: Swear words, curse words, or other obscene or profane language.
+
+INSULT: Insulting, inflammatory, or negative comment towards a person or a group of people. Such comments are not necessarily identity specific.
+
+IDENTITY ATTACK: Negative or hateful comments targeting someone because of their identity.
+
+TOXICITY: A rude, disrespectful, or unreasonable comment that is likely to make people leave a discussion.
+
+SEVERE TOXICITY: A very hateful, aggressive, disrespectful comment or otherwise very likely to make a user leave a discussion or give up on sharing their perspective. This attribute is much less sensitive to more mild forms of toxicity, such as comments that include positive uses of curse words.
+
+## Guidelines used for annotation:
+
+### Obscene
+
+swearwords, including mild expletives and misspelled, masked, or other variations  
+sexually explicit words/terminology that are not topically or contextually appropriate
+
+### Threat
+
+suicidal or self-harm comments, incitement to violence or self-harm, hypothetical situations and wishing harm to somebody  
+comments that are very unlikely to happen if not marked clearly as sarcasm  
+only threats towards people are annotated as threat  
+
+threats made by somebody else other than the writer NOT included  
+counterfactuals statements NOT included <!--- as in "if I was there I would have..." --->
+
+
+### Insult
+
+terms that are insulting towards groups of people (also in identity attack)  
+insults against political groups, e.g. "vitun demari/suvakki/persu" -> "fucking liberal/conservative etc." <!--- I made this decision here.. --->
+
+negative insulting comments towards oneself, things other than people and hypothetical situations NOT included
+
+<!--- PROBLEM: use of racist or rapist if true, target not clear --->
+
+### Identity attack
+
+comments that have no negative language but are still clearly negative
+
+negative statements towards political groups or groups that nobody self-identifies with are NOT included (unless an insult)
+
+### Toxicity
+
+unreasonably expressed negative comments regardless of the target present and whether the target is known or not  
+mild or humoristic swearwords are NOT included  
+positive or neutral sexually explicit comments are NOT included  
+
+### Severe toxicity
+
+comments that include only sexually explicit content  
+only one severely toxic element is needed to have this label and a comment is severely toxic even if the comment contains substantive content  
+target does not need to be present nor does the target matter  
+
+
+---
+
+The final sample includes texts where the inter-annotator agreement was 1.0 or texts which we were able to resolve according to our discussion and the guidelines that followed.
+
+---
+
+## Inter-annotator agreement:
+
+| Label | Initial (unanimous) | After discussion (unanimous) | Initial (at least 2/3) | After discussion (at least 2/3) |
+|------ | ------------------- | ---------------------------- | ---------------------- | ------------------------------- |
+| identity attack | 54,5 %  | 66,6 %  | 92 %  |  93,6 % |
+| insult | 47,5 %   |  49,6 % |  94,5 % | 95,6 %  |
+| severe toxicity | 63 %   | 66 %  |  92 % |   96,6 %   |
+| threat |  82 %   | 80,3 %   |  98 % |  97,3 %   |
+| toxicity | 58 %   | 54 %   |  93 %  |  89,6 %  |
+| obscene | 69 %   | 62 %  |  97 %  | 96 % |
+
+
+## Licensing Information
 Contents of this repository are distributed under the 
 [Creative Commons Attribution-ShareAlike 4.0 International License (CC BY-SA 4.0)](https://creativecommons.org/licenses/by-sa/4.0/). 
 Copyright of the dataset contents belongs to the original copyright holders.