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The article discusses the rise in token resale and free-trial abuse in AI signups, with Stripe data showing a 6.2x increase, and introduces a tool featuring an API and local analysis scripts to detect and prevent abuse by tuning decisions based on outcomes.
This paper introduces ToxGate, a trust-fusion head that conditions external toxicity signals on the encoder representation to improve multilingual and code-mixed abuse detection, showing gains in high-risk moderation slices across multiple datasets and encoders.