I’m considering adding an automated to our community portal to stop bot-generated spam in the Cyber Security section. My fear is that it might accidentally delete posts from real students who use AI to translate their questions into English. Does anyone have a workaround to keep the community safe while remaining inclusive of non-native speakers who just want to learn?
3 answers
This is a major issue in global communities. Most AI detectors have a significant bias against non-native English writers because their prose tends to be more formal and follows stricter "textbook" patterns—exactly what AI is trained to emulate. In the Cyber Security field, where precision is key, this bias is amplified. If you implement this, you will likely see a drop in engagement from your international audience. I suggest using a "human-in-the-loop" system where the detector only flags posts for a moderator to review instead of auto-deleting them.
Would it be possible to just use a CAPTCHA and traditional keyword spam filters instead? Those seem way less likely to insult your actual human users.
We tried a detector for a month and it flagged 40% of our top contributors. We turned it off immediately. It’s just not ready for high-stakes moderation yet.
Wow, 40% is huge! Thanks for the warning, Larry. That confirms my fears about losing our best community members to a faulty algorithm.
Ryan, CAPTCHAs stop bots, but they don't stop people from copy-pasting ChatGPT responses. The "human-in-the-loop" idea Carol mentioned is probably the safest middle ground for a forum.