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Yan-Li Chen

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Preprint Sep 2026

Beyond QA Matching: Perturbation-Response Fingerprinting via Probability Distributions for Large Language Models

Large language models are often instruction-tuned, specialized, quantized, or otherwise transformed, making fine-grained provenance difficult. In this paper, we introduce BReF, a training-free fingerprint that compares how probability distributions over four answer-option labels A/B/C/D move under controlled textual pe...

Ji-Chao Zeng, Yan-Li Chen, Han-Zhou Wu · 0 citations

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