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Reference-Based Distillation Detection in LLMs

arXiv cs.LG · 6d ago Cached

This paper introduces a reference-based method to detect whether an LLM was distilled from a specific teacher model, using membership inference. The approach achieves near-perfect accuracy in controlled settings and provides new evidence about potential distillation relationships involving QwQ, DeepSeek-R1, and GPT-OSS.

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