Author

Muhammad Yousaf Rehman

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Open access Aug 2026

Integrating Retrieval-Augmented Generation with Large Language Model for Robust and Explainable AI Text Detection

A novel paradigm called Human vs. LLM Identification (HLI) is proposed which introduces a Retrieval-Augmented Generation (RAG)-inspired evidence-based detection strategy alongside a fine-tuned transformer classifier.

Ibtasam Ur Rehman, Muhammad Islam, Muhammad Yousaf Rehman et al. · Knowledge · 0 citations

Preprint Aug 2026

DeBERTa-Sentinel: Toward Transparent and Trustworthy Detection of AI-Generated Text

DeBERTa-Sentinel is introduced, a responsible AI-generated text detection framework leveraging DeBERTa-v3's disentangled attention to capture subtle structural irregularities in synthetic content and promotes trustworthy, ethical, and human-centric AI systems.

Muhammad Yousaf Rehman, M. Islam · 1 citation