mlsanityData to 7 Oct 2026

VietAIDetector: An Open-Source Zero-Shot Detector for Vietnamese AI-Generated Text

arXiv 2608.25478 ↗First posted 26 Aug 2026cs.CLcited by 0

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Abstract (arXiv)

In recent years, distinguishing between AI-generated text and human-written text has remained a challenge. In this paper, we introduce VietAIDetector, an open-source tool designed specifically for detecting Vietnamese AI-generated text. It allows users to interact through a Gradio web interface with inputs ranging from raw Vietnamese text to common text file formats, including scanned documents and exceptionally long texts that exceed the context size of the employed Large Language Models (LLMs). The core component of the tool employs a Zero-Shot approach to detect AI-generated text without requiring domain-specific training data, building upon the previous VietBinoculars and Binoculars research. The tool is built upon a Vietnamese-specific language model and has been evaluated on out-of-domain datasets, demonstrating superior performance compared to existing methods primarily developed for English. Additionally, users can select optimal detection thresholds based on F1 score, accuracy, or [email protected] requirements. The results are presented through the web interface, allowing users to easily review and verify suspicious texts or download them as a PDF report. The tool is publicly available at https://github.com/trieuntu/VietAIDetector

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 13 of its 16 references that are in the map. First posted on arXiv 26 Aug 2026.

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References · 13

  1. 2023DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvaturecited by 705
  2. 2019Release Strategies and the Social Impacts of Language Modelscited by 505
  3. 2019GLTR: Statistical Detection and Visualization of Generated Textcited by 490
  4. 2024Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Textcited by 255
  5. 2023RADAR: Robust AI-Text Detection via Adversarial Learningcited by 187
  6. 2020PhoBERT: Pre-trained language models for Vietnamesecited by 148
  7. 2023Ghostbuster: Detecting Text Ghostwritten by Large Language Modelscited by 90
  8. 2020Limits of Detecting Text Generated by Large-Scale Language Modelscited by 15
  9. 2024Vintern-1B: An Efficient Multimodal Large Language Model for Vietnamesecited by 12
  10. 2026GPTZero: Robust Detection of LLM-Generated Textscited by 10
  11. 2023PhoGPT: Generative Pre-training for Vietnamesecited by 8
  12. 2021Clustering Vietnamese Conversations From Facebook Page To Build Training Dataset For Chatbotcited by 2
1 more
  1. 2025VietBinoculars: A Zero-Shot Approach for Detecting Vietnamese LLM-Generated Textcited by 1

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