CIPHER: Benchmarking Cross-record Inference over Privacy-Hardened Evidence Records
This work introduces CIPHER (Cross-record Inference over Privacy-Hardened Evidence Records), a benchmark of expert-validated questions from consumer-finance, clinical, and law-enforcement records that evaluate retrieval, prompting, table-specialist, and hybrid symbolic-neural systems under native redaction and surrogat...