Prompt2Fingerprint: Plug-and-Play LLM Fingerprinting via Text-to-Weight Generation

In three linesPrompt2Fingerprint introduces a framework for LLM fingerprinting via parameter generation. Instead of fine-tuning each model separately, a specialized generator maps textual descriptions to low-rank parameter increments in a single forward pass, eliminating the computational overhead of existing methods.

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