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Original Research
Published 1 October 2026
Large-scale conversational data auditability via cryptographic commitments and hash-chained audit-ledger verification
Iván Ortiz-Gárces · Pablo Palacios · Washington Loza-Herrera · William Villegas-Ch
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1929127