AI-Written Text Dataset
A comprehensive collection of AI-written text characteristics, detection patterns, and analysis metrics for evaluating content authenticity and quality.
| Pattern | Characteristics | Detection | Analysis | Models | Mitigation | Examples |
|---|---|---|---|---|---|---|
Repetitive Phrase Structure Structural • 85% confidence Consistent and predictable sentence patterns | • Similar sentence lengths • Repetitive transitions Frequency: 75% | Accuracy: 88% FP: 12% FN: 15% Tools: GPTZero, Originality.ai | • Phrase repetition • Structure similarity Correlation: 78% | Affected: • GPT-3 • GPT-4 • Claude Trend: Decreasing pattern presence | • Sentence variation • Style mixing Effectiveness: 70% | GPT-3: Example of repetitive structure... 85% detection rate |
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