3 papers
cs.CL2025
A General Method for Detecting Information Generated by Large Language Models
Minjia Mao, Dongjun Wei, Xiao Fang +1
The proliferation of large language models (LLMs) has significantly transformed the digital information landscape, making it increasingly challenging to distinguish between human-w…
cs.CL2025
Short-PHD: Detecting Short LLM-generated Text with Topological Data Analysis After Off-topic Content Insertion
Dongjun Wei, Minjia Mao, Xiao Fang +1
The malicious usage of large language models (LLMs) has motivated the detection of LLM-generated texts. Previous work in topological data analysis shows that the persistent homolog…
cs.CL2025
Watermarking Low-entropy Generation for Large Language Models: An Unbiased and Low-risk Method
Minjia Mao, Dongjun Wei, Zeyu Chen +2
Recent advancements in large language models (LLMs) have highlighted the risk of misusing them, raising the need for accurate detection of LLM-generated content. In response, a via…