🏷️ ai-detection
5 pages tagged with ai-detection(4 articles, 1 concepts)
📄 Once a Response, Always a Response: Detecting LLM-generated Text via Latent Prompt Restoration
> **Synthesis:** EchoPrompt introduces a training-free zero-shot detector for [[plagiarism-detection|LLM-generated text]] that exploits the latent prompt dependency inherent in machine-generated conte…
📄 Robust and Efficient Motion Reasoning for Privacy-Aware Classroom Incident Recognition
> **Synthesis:** Pilot study on privacy-aware computer vision for classroom incident detection. Introduces a hybrid benchmark combining generative CCTV-style videos with real classroom pose data. Prop…
📄 Beyond Detection: redesigning authentic assessment in an AI-mediated world
> Detection-led responses face well-documented limits: validity and fairness failures (bias against non-native writers), notable error rates, erosion of trust, and distraction from assessment design. …
📄 Distinguishing Artificial from Authentic: Evaluating LLMs for Detecting LLM-Generated Content
As students increasingly use [[llm]]s to draft written responses and program code, this study asks whether LLMs can reliably detect their own generated content across educational task types — programm…
🏷️ AI Plagiarism Detection
Technologies and methods for detecting AI-generated content in academic submissions, including classifier-based approaches, watermarking, and stylistic analysis. The effectiveness and reliability of t…