Mahmood Sharif

The TellTail of Embeddings: Fingerprinting Retrievers in Black-Box Systems

Dense embedding models are core to modern text retrieval, enabling systems ranging from web search to retrieval-augmented generation (RAG). Yet, retrievers are usually deployed within opaque systems, exposing only ranked results, cited sources, or generated answers. This opacity prevents users from verifying which retr...