To avoid the main challenges of online social systems such as harassment and personal attacks researchers have found an algorithm of predicting from the initial of a conversation whether it will get out of hand. when an undesirable way of conversation is identified, the task aims to enable early, actionable prediction at a time will be made when the conversation might still be rescued. To this they develop a framework for capturing pragmatic devices such as politeness strategies and rhetorical prompts used to start a conversation, and analyze their relation to its future approach. This is really advantageous of detecting early warning signs of antisocial behavior in online discussions.

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