Human Texts Are Outliers: Detecting LLM-generated Texts via Out-of-distribution Detection

Jun-23-2026, 02:02:34 GMT–Neural Information Processing Systems

The rapid advancement of large language models (LLMs) such as ChatGPT, DeepSeek, and Claude has significantly increased the presence of AI-generated text in digital communication. This trend has heightened the need for reliable detection methods to distinguish between human-authored and machine-generated content.

arxiv preprint arxiv, large language model, machine learning, (19 more...)

Neural Information Processing Systems

Jun-23-2026, 02:02:34 GMT

Conferences PDF

Add feedback

Country:
- Europe > Austria (0.28)

Genre:
- Research Report
  - Experimental Study (1.00)
  - New Finding (0.93)

Industry:
- Information Technology > Security & Privacy (1.00)
- Media (0.68)

Technology:
- Information Technology > Artificial Intelligence
  - Natural Language
    - Large Language Model (1.00)
    - Chatbot (1.00)
  - Machine Learning
    - Performance Analysis > Accuracy (1.00)
    - Neural Networks > Deep Learning (1.00)