- A new algorithm to find trolls on
Twitter only needs 50 tweets to tell the difference between a troll’s tweet and a genuine tweet. - Trolls have been a bane for Twitter, and the social networking platform has launched new features like limiting replies to counter the threat.
- Some have criticised Twitter’s approach for impeding freedom of speed by suppressing unpopular opinions.
- This algorithm could present a possible hybrid solution to keep trolls at bay without limiting replies or hiding responses that can be useful to call out fake news.
Researcher Sergei Monakov from Germany used the sociolinguistic characteristics of tweets to come up with two algorithms that are accurate enough to tell a troll’s tweets from tweets by US President Donald Trump.
Most of the research around detecting trolls thus far has primarily been focused on timing, hashtags, and other characteristics. Very few studies have looked at the tweets themselves.
How to find a troll on Twitter
Monakhov’s idea is that trolls have a limited number of messages to convey but have to do so multiple times while ensuring there’s adequate diversity of words and topics to fool readers.
He used a library of tweets by Russian trolls and genuine tweets from US congress members to show distinctive patterns that emerge from the ones tweeted by trolls. The pairing of words is also different as compared to those in genuine tweets.
When Monakhov tested his algorithm using these patterns, he found that only 50 tweets were needed to detect the difference between tweets from people and those from trolls.
A new hybrid method to combat trolls online could solve the criticism Twitter is facing on account of its latest features impeding freedom of speech by suppressing unpopular opinions.
Nonetheless, it’s going to be a while before this algorithm can be deployed on a large scale. Further research is required to determine whether it can accurately distinguish troll tweets from other types of messages that are not posted by public figures.
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