ekrembalkis/youtube-ai-detector

YouTube Script AI Detector

Fine-tuned RoBERTa model to detect AI-generated YouTube scripts.

Model Description

This model was fine-tuned on 203 labeled YouTube script examples (102 AI, 101 human) to distinguish between AI-generated and human-written content specifically in the context of YouTube videos.

Training Data

• AI examples: Structured explainers, tech reviews, gaming content, documentaries, horror narration
• Human examples: Vlogs, personal stories, casual content, streams, tangential storytelling

Performance

• Accuracy: 100%
• F1 Score: 1.0
• Precision: 1.0
• Recall: 1.0

Usage

from transformers import pipeline

classifier = pipeline("text-classification", model="ekrembalkis/youtube-ai-detector")
result = classifier("Your YouTube script text here")
print(result)
# [{'label': 'AI' or 'HUMAN', 'score': 0.99...}]

Limitations

• Trained specifically on YouTube script style content
• May not generalize well to other content types
• Dataset size is relatively small (203 examples)
• May need retraining as AI writing styles evolve

Citation

If you use this model, please cite:

@misc{youtube-ai-detector,
  author = {Emity},
  title = {YouTube Script AI Detector},
  year = {2024},
  publisher = {HuggingFace},
  url = {https://huggingface.co/ekrembalkis/youtube-ai-detector}
}