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@@ -29,6 +29,12 @@ The goal of this meticulous training process is to equip the model with the abil
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  ### Intended Uses
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  - **Offensive/Hate Speech Detection**: The primary intended use of this model is to detect offensive or hate speech in text data. It is well-suited for filtering and identifying inappropriate content in various applications.
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  ### How to Use
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  To use this model for offensive/hate speech detection, you can follow these steps:
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  ```markdown
 
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  ### Intended Uses
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  - **Offensive/Hate Speech Detection**: The primary intended use of this model is to detect offensive or hate speech in text data. It is well-suited for filtering and identifying inappropriate content in various applications.
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+ - **Of Special Note**: The data suggests the word "like" is most often used as a comparative statement in the derogatory.
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+ - These have numerous instances within the "Offensive Speech Dataset". "You look like X" or "He smells like X" are quite common.
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+ - Also of note, the ABSENCE/LACK OF of punctuation lends itself heavily to the "Offensive" dataset.
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+ - Accordingly the model will idenify these as well based on these being prominent in the data.
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  ### How to Use
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  To use this model for offensive/hate speech detection, you can follow these steps:
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  ```markdown