109989
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: The system prompts an LLM to start its review with a specific phrase, such as: "Following [Surname] et al. ([Year]), this paper..." .
: The primary limitation is that it requires indirect prompt injection (placing hidden text in the source PDF), meaning it only works if the reviewer uploads the specific document to an AI tool. Detecting LLM-Generated Peer Reviews - arXiv 109989
: By injecting these "hidden instructions" into a paper's PDF, editors can detect if a reviewer used AI. If the generated review begins with one of these 109,989 unique citations, it is statistically likely to be AI-generated. Review of the Framework : The system prompts an LLM to start