When Auditors Fabricate: Batch-Size Degradation and Confident Hallucination in LLM Detection of Planted Document Contamination
It is concluded that LLM document auditing degrades not gracefully but deceptively, and the harness such systems require: bounded batch sizes, direct content injection, and mechanical verification of every reported finding against source text is outlined.
K. Parekh, Sanjana Pendyala Ravinder, Sana Mhapsekar et al.
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