What are AI Detectors
You've probably already used them before, websites like GPTZero, ZeroGPT, Grammarly, Quilbot, all have their own AI Detectors. AI Detectors can be a combination of Pre-trained LLMS, Statistical Models, and Ml models using NLP(Natural Language Processing). The model will analyze linguistic patterns, sentence structures, and statistical measures like perplexity, the predictability of text, and burstiness, the sentence variety, to distinguish AI-generated content.
The Flaws
- False Positives: Human-written text can be misclassified as AI-generated. This generally happens when there is minimal perplexity and burstiness. This translates to a simple and monotonous text which although AI like, might not have been written by AI.
- False Negatives: Models like GPT-4 can produce text that passes as human-written,
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