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README.md

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 # HistoroBERTa-SuicideIncidentClassifier
 
-A binary classifier based on the RoBERTa-base architecture, fine-tuned on historical British newspaper articles to discern whether news reports discuss (confirmed or speculated) suicide cases, investigations, or court cases related to suicides. It effectively differentiates between texts where "suicide" or "suicidal" is used literally in the context of actual incidents and those where these terms appear figuratively or in broader, non-specific discussions (e.g., mention of number of suicides in the context of vital statistics, philosophical discussions around the morality of suicide at an abstract level, etc.).
+A binary classifier based on the RoBERTa-base architecture, fine-tuned on historical British newspaper articles to discern whether news reports discuss (confirmed or speculated) suicide cases, investigations, or court cases related to suicides. It attempts to differentiate between texts where "suicide" or "suicidal" is used literally in the context of actual incidents and those where these terms appear figuratively or in broader, non-specific discussions (e.g., mention of number of suicides in the context of vital statistics, philosophical discussions around the morality of suicide at an abstract level, etc.).
 
 - **Developed by:** Nilo Pedrazzini, Daniel CS Wilson
 - **Language(s) (NLP):** Late Modern English (1780-1920)