A new system called OriginBlame reduces data over-deletion from 101x to 1.3x by tracking author identity at the token level. It resolves revocation requests into precise forget sets using deterministic queries. This allows model trainers to remove specific contributor data without purging entire datasets. Integration adds up to 19% throughput overhead in Datatrove pipelines.